Gary Marcus

Profil AI Expert

Nationality: 
American
AI Speciality: 
Symbolic AI
Neuro Science
Current occupation: 
Professor, New York University Researcher Entreprenor Author
AI Commitment Rate(%): 
31.65'%'

TwitterID: 
@GaryMarcus
Tweet Visibility Status: 
Public

Description: 
Gary Marcus is the founder and CEO of Gemotric Intelligence, a machine learning company acquired by Uber. He is also a professor of psychology and neuroscience at New York University. He is the author and publisher of several books including the bestselling "The future of the Brain" and "Guitar zero". Gary is one of the biggest protest figures in the current movement that abusively glorifies the use of deep learning. Gary is a strong advocate of the causal approach to artificial intelligence.

Aknowledged by:

46 Acknowledgments

Les derniers messages de l'Expert:

Tweet list: 

2024-11-27 15:27:34 “Cognitive scientist Gary Marcus says AI must be regulated. He has a plan”. Today at the WSJ: https://www.wsj.com/articles/cognitive-scientist-gary-marcus-says-ai-mus...

2024-11-24 19:26:52 A look at the latest “AI scaling laws” shell game:https://garymarcus.substack.com/p/a-new-ai-scaling-law-shell-game

2024-11-23 22:04:02 It genuinely appalls me that in America we can have someone act as an unelected vice president —avoiding formal office to duck financial divestment requirements—and use “tactics … aimed at sowing terror and fear at federal employees”.Elon Musk is destroying so much of what I hold dear.

2024-11-23 21:34:31 One of Elon Musk’s most disturbing habits is his tendency to launch his mob against people he disagrees with.https://www.wsj.com/tech/musk-unleashes-online-army-on-federal-workers-a...

2024-11-23 16:50:25 Satya Nadella and the three stages of scientific truth.A textbook case in how the sociology of science often stands in the way of progress. Short new essay at Marcus on AI:https://open.substack.com/pub/garymarcus/p/satya-nadella-and-the-three-s...

2024-11-21 23:33:36 When I said in 2022 that LLMs would hit a wall and that scaling laws would not last forever, everyone laughed. Now even Time Magazine sees that the moment of diminishing returns has likely arrived.Can a crash in GenAI valuations be far away? https://time.com/7178328/is-ai-progress-slowing-down/

2024-11-21 19:24:52 Three cheers for Venmo! If Gaetz had paid cash he probably would have been confirmed

2024-11-19 16:18:38 Didja read about the study that claimed ChatGPT produced poetry “indistinguishable” from Shakespeare? Critique by NYU’s Ernest Davis, on the unbearable banality of ChatGPT’s poetry: https://cs.nyu.edu/~davise/papers/GPT-Poetry.pdf

2024-11-19 00:37:30 Tonight (Monday) in Seattle Town Hall, Gary Marcus and Ted Chiang talk AI and Cognitive Science:https://townhallseattle.org/event/gary-f-marcus-with-ted-chiang/

2024-11-18 17:10:53 1951 Hannah Arendt quote on the origins of totalitarianism nails it: “this process includes the replacement of all first-rate talents, regardless of their political loyalties, with crackpots and fools…”h/t @PeterKramer

2024-11-17 18:12:32 On diminishing returns in LLMs and why OpenAI might become the WeWork of AI:https://www.foxbusiness.com/video/6364719527112

2024-11-17 16:54:23 Was Sam Altman’s last line a lie from the start?

2024-11-17 02:15:01 @AkaSci indeed that’s almost all he does these days.

2024-11-17 01:16:04 Elon sucks at math. “Slightly under 50%” (3rd party votes not shown) is not “a clear mandate”.

2024-11-15 02:35:50 If you think endorsing a guy who takes advantage of underage girls is cool, X is the site for you.I have had enough.Hello, Mastodon.

2024-11-15 01:19:31 If you think endorsing a guy who takes advantage of underage girls is cool, X is the site for you. I have had enough.

2024-11-15 01:08:07 Attn @elonmusk who thinks this piece of work is a great guy for the job. https://t.co/9NEwCPMTep

2024-11-15 01:06:22 @bgiromini It is also the science that gave us cell phones and the Internet, pasteurization, airplanes, rockets, etc

2024-11-15 01:05:42 @bgiromini Literally no serious scientist worth their salt would say “stop” 100%. That is not what vaccines do. The vaccine did reduce Covid spread, as advertised.

2024-11-15 01:00:55 . @yLeCun continues to lie about my views on Threads, saying e.g. that I have argued that “Deep Learning [will not] remain the foundation of present and future AI systems” when I never said any such thing. What I have *actually* said over and over is deep learning is possibly… https://t.co/brBSUYaCcG

2024-11-14 19:52:44 Discussing the mysterious absence of GPT-5 with @LizClaman @FoxBusiness around 320pm ET.

2024-11-14 04:36:26 @DrVeronikaCH @garymarcus My only skill in this particular photo was composition, exposure, and steady hands.I have taken much better with serious equipment and a tripod, but not on a handheld phone.

2024-11-14 04:22:33 RT @esatsibay: “With all the challenges in ethics and computation, and the knowledge needed from fields like linguistics, psychology, anthr…

2024-11-14 03:16:32 @mndl_nyc Fascinating

2024-11-14 03:09:14 @mndl_nyc Link? My other less canonical photos also impress me with the zoom but I don’t have enough data (just got the phone). New building near Bryant Park, wide and zoomed. Not likely to be stitched? https://t.co/e4zdqyRhBq

2024-11-14 03:02:52 Handheld, no tripod, 5x on a phone [iPhone 16 Pro]. Zoom in, to see detail on the moon.Wow.

2024-11-14 02:57:55 Handheld, no tripod, 5x on a phone [iPhone 16 Pro]. Zoom in, to see detail on the moon. Wow. https://t.co/MdbI0luSmG

2024-11-14 01:48:18 Unelected autocratic “genius” who intends to run large parts of US policy literally doesn’t know how courts work. https://t.co/WdlTY134dT

2024-11-12 04:51:34 Trump got 50% of the US vote80% of the X voteX does not represent America.

2024-11-12 00:44:54 @JohnNosta Even when I am 100% correct (and called diminishing returns, against considerable pushback), clout chasers rewrite the past and take empty, ad hominem shots on me. There is literally no content here, just an insult of the person who mostly actively foresaw the diminishing… https://t.co/9kYjJGxMop

2024-11-11 03:49:02 @KettlebellDan it wasn’t however a landslide in the popular vote, not even close. and propaganda played a big part IMHO. particularly around the economy, which was actually fine, as you can see in Elon’s chart on GDP that he only showed post-election as part of an attack on Trudeau.

2024-11-11 03:26:35 @SlayerTony8964 cut my posts and time here by 2/3 since the election! and just you wait!

2024-11-11 03:21:44 @clrobertstad Um, I never said I was neutral or represented X or the American people.

2024-11-11 03:08:50 Absolutely false. Trump got maybe 52% of the vote

2024-11-10 15:32:00 The contrast between the breaking news from at least two “frontier” labs and the hype and bravado that we have seen over the last two years from @sama and @elonMusk and others is simply breathtaking. .

2024-11-10 02:34:47 @Ronial didn’t realize we had Russian bots here and too

2024-11-09 23:54:24 @KettlebellDan

2024-11-09 23:52:32 Game over, I won. GPT is hitting a period of dimishing returns, just like I said it would.Analysis and breaking news here: https://open.substack.com/pub/garymarcus/p/confirmed-llms-have-indeed-re...

2024-11-09 23:49:37 @KettlebellDan here: https://t.co/35WbwZl8uW

2024-11-09 23:49:28 Implications for the economy, sociology, and US AI policy are discussed here: https://t.co/a3mfWxEQQ0 [cc @amir]

2024-11-09 23:29:31 @KettlebellDan yes, but i will explain more in my substack that X’s algorithm childishly would dig me for linking.

2024-11-09 22:50:49 Folks, game over. I won. GPT is hitting a period of diminishing returns, just like I said it would. https://t.co/vSfn1lAc3D

2024-11-09 21:51:54 @tante the threat surely still stands.

2024-11-09 20:58:15 Among the most disturbing things I have ever read. The petty whims of a single tech oligarch could undermine the lives of hundreds of millions of people.

2024-11-09 04:35:32 Sam Altman sneezes, and all the tech “influencers” on X take him seriously.

2024-11-08 17:46:18 Prediction: Musk &

2024-11-08 15:52:14 On Microsoft Paint’s GenAI: “I prompted it to generate ‘a map of a city on a river,’ ….It unleashed my creativity about as much as buying a Twix bar from a vending machine would make me a pastry chef.” Jean-Luc Bouchard via Frank Bruni

2024-11-07 23:06:33 Hot tip! Crosspost across the many lands that Elon doesn’t own, in one app, with @openvibe.bsky.social No affiliation with them, but excited to try.H/t @andyhickl.bsky.social.

2024-11-06 15:05:21 @carolecadwalla agree, and spell out some of the implications around tech here: https://t.co/B98XPyo7ZB

2024-11-06 15:02:36 , , , :… https://t.co/YJOdjWpZoh

2024-11-06 05:27:38 Receipts back 1998 and 2001 and how it all connects to that recent Apple paper on LLMs fails at reasoning that everybody read can be found here: https://t.co/Te5SN45sQp (The same distinction was also core to my 2022 Deep Learning is Hitting a Wall @NautilusMag that so many… https://t.co/1kWIBl7aiy

2024-11-06 05:18:52 @filippie509 and see my 1998 Cognitive Psychology article my 2001 book The Algebraic Mind my 2012 New Yorker Article etc etc this is what i have been trying to explain my entire career.

2024-11-06 05:17:30 Wow. First @pmarca confirms deep learning is hitting a wall, now this, EXACTLY what I have been telling you all since 1998, over and over again. The difference between within and out of training space generalization is all. Until we solve this, we won’t get to AGI. https://t.co/KvH14R8Veu

2024-11-05 01:46:25 Legal twitter, help me out: • PA judge refused to grant an injunction • Didn’t yet give reasoning • Does that leave open that what EM did is illegal? • Is DA likely still to try indict? • Are there precedents where things were not enjoined but later ruled illegal? Is that… https://t.co/5tr0bhEvwq

2024-11-05 01:25:14 we all know this is true, stated clearly by ⁦⁦@CaseyNewton⁩ https://t.co/ckZl7PsqXV

2024-11-05 01:19:44 @Brrrigham @mwfowlie @elonmusk It is the proximity to vote-buying that disturbs me.

2024-11-05 01:14:45 @capntripps @xriskology no explanation given, yet.

2024-11-03 15:34:58 : , 25 5 - 2025.

2024-11-03 01:45:19 @mbelshazly I will cut down heavily after the election is resolved.

2024-11-03 01:44:35 @g18_ian Follow my substack, instead…

2024-11-03 01:34:10 If Harris wins, a lot of people will have to ask themselves, “what exactly am I getting out of X, other than propaganda?”

2024-11-03 01:26:09 Nobody reading X could have predicted this. https://t.co/M8dqbU3ejy

2024-11-03 01:22:04 RT @allenanalysis: BREAKING: The Guardian picked up the story on Trump’s deep ties with Epstein after my post went viral less than 24 hours…

2024-11-02 05:17:04 When Biden flubbed the debate, @nytimes called for him to step down.When Trump gave a simulated blow job to a microphone, it’s not even on the front page.If the Times doesn’t step up ASAP to seriously cover what looks like a case of progressive dementia or similar (as discussed in my last post), I am cancelling my subscription.

2024-11-01 19:10:55 @alice thank you - updated

2024-11-01 19:10:02 @timomalum many people discussed this on x

2024-11-01 19:09:39 I have a PhD in Brain&

2024-11-01 14:09:52 When Lecun is right, he’s right:

2024-11-01 01:47:25 @Forward_2020 I will likely take a long break soon after the election

2024-11-01 01:31:33 RT @DHuskytron: Pay attention everyone. Because this is going to be really bad for all of us.

2024-11-01 01:28:53 With much less original to show for it. https://t.co/aERXI0d7g2

2024-11-01 01:26:01 Microsoft and OpenAI have only one play to make GenAI profitable, and this is it: all out 24x7 surveillance. They are already starting to try to soften you up for it. Virtually every warning that I have given for the last several years has come true. Please don’t ignore… https://t.co/LFbt7lqNLf https://t.co/CGigDf8PNa

2024-10-31 15:34:42 Democracy and Elon Musk are no longer compatible.

2024-10-31 00:16:17 @juliehuz sure sounds like it to me

2024-10-30 23:10:29 Elon Musk has basically become a mob boss. This breaking story is really something, even for Mr Lottery: https://www.wired.com/story/elon-musk-america-pac-blitz-canvassing-michi...

2024-10-30 00:47:30 Bezos stumbling out of the gate by @CaseyNewton https://t.co/F7rTQInakj, shades of @reckless essay on Elon’s first days at Twitter….

2024-10-30 00:43:51 “This week we saw the debut of Jeff Bezos, content moderator, and like many novice moderators, he appears to have stumbled out of the gate.” - great line in @CaseyNewton’s newsletter

2024-10-30 00:11:35 @louisminguey i too see have been seeing some parallels (though not the milk bottles per se).

2024-10-29 23:55:00 Even worse is trying to clarify and being told “be thankful we cited you at all”

2024-10-29 23:18:45 Elon is going to be viewed as a creepy old man, sooner than I thought. https://t.co/plLANt66wV

2024-10-28 00:37:52 RT @Esqueer_: Elon posted his MAGA hat which uses the Fraktur font, popular in nazi Germany. He wore this at a rally meant to evoke the 193…

2024-10-27 23:50:12 “if you have ever caught even one minute of the History Channel… or really any documentary about World War II, you have seen this type. You’ve seen it on Nazi posters, on Nazi office buildings, on Nazi roadwork signs. Today in Germany, blackletter typefaces are frequently used… https://t.co/E1fAyEQTq0 https://t.co/otk47ZsgLk

2024-10-27 23:43:27 Jesus. No matter what else happens Elon won’t just be remembered for cars and rockets. https://t.co/AFoWkmLarv

2024-10-27 23:42:10 RT @jason_kint: These headlines from major news orgs deserve significant awareness (Time, WSJ, Politico, CNN) but will get very few retweet…

2024-10-27 22:28:10 RT @ianbremmer: freedom of speech in the united states means calling out racism like this for what it is. patriotism means criticizing yo…

2024-10-25 16:59:01 RT @mitpress: OpenAI could soon take an even more dystopian pivot: AI expert and "Taming Silicon Valley" author @GaryMarcus spoke with @Bus…

2024-10-25 15:50:43 So much for GPT-5 before Xmas https://t.co/0oPAJvqA2E

2024-10-25 13:06:45 Most important question I have ever read on this site. https://t.co/l399S7eCyL

2024-10-25 06:13:17 @KettlebellDan I read every word. It’s disturbing, just like I said. Many sources all pointing to the picture.

2024-10-25 05:50:22 Canada’s new slogan: free, North American, and not run by Vladimir Putin

2024-10-23 23:22:40 Crazy how Trump supporters are already try to inoculate against the groping rumors when those rumors haven’t even yet been confirmed. It’s like they know it could easily be true. What does that say about their candidate?

2024-10-23 23:18:57 @topherAlba26 prediction: this tweet won’t age well.

2024-10-23 15:37:34 @olivia_p_walker Seriously, don’t try to normalize the repeated, public ideation about someone’s violent death. Just don’t even. If you think that’s ok, please unfollow me.

2024-10-23 15:32:57 @olivia_p_walker 100% serious. He is definitely trying to implant a dangerous idea through repetition, and he did try to buy votes in Pennsylvania. Nobody is above the law, and he is more and more out of control, increasingly disregarding important norms. If Dems did these things in opposite… https://t.co/6rkSMkLXeI

2024-10-22 00:25:46 @erikbryn And yet half of America apparently has no idea.

2024-10-22 00:23:17 @kim @wireframejames @AmericannMan @YourAnonCentral That, and also: “violation of federal law”

2024-10-22 00:22:31 @kim @wireframejames @AmericannMan @YourAnonCentral Ratfuckery is just the word for it.

2024-10-21 23:32:14 @VodarnaKM no, but vote-buying is illegal and his lottery stunt could land him there.

2024-10-21 23:00:24 Baidu CEO hallucinates that LLM hallucinations have been solved. https://t.co/XCTNnLGr2K

2024-10-20 15:29:19 , .Elon is doing his absolute best to try to make that happen.

2024-10-20 00:17:02 OpenAI: Which analogy is better, WeWork or Theranos: https://t.co/tJPLIYpVHZ

2024-10-20 00:11:01 OpenAI: more like WeWork or more like Theranos? If they fail, which analogy will become more popular? Short new essay at my Substack (link below). https://t.co/2XdyijC08t

2024-10-19 23:49:53 RT @davetroy: Trump, once elected, is no longer a factor. We will be dealing with Musk, Vance, Thiel, and Putin — who will have total immun…

2024-10-19 23:43:28 source for OpenAI’s fraying relationship with Microsoft: https://t.co/GqdSpJswPF

2024-10-19 23:41:53 @davecraige @WholeMarsBlog Actually I posted @bradtem’s analysis that said that ten error free drives in a row aren’t remotely enough for true autonomy. Which I agree with. https://t.co/LLKN0KnPpQ https://t.co/Ro0nXWkU0v

2024-10-19 12:33:17 @UlrichJunker

2024-10-18 00:37:31 @MatchasmMatt @Forbes But yes, absolutely, both companies have serious challenges ahead.

2024-10-18 00:35:32 @MatchasmMatt @Forbes IF.

2024-10-18 00:30:19 @MatchasmMatt @Forbes an apple and oranges comparison if i ever saw one

2024-10-18 00:11:49 @deafitist They aren’t the same. But the other salient difference is that Waymo has been trying to drive without human drivers in the car and Tesla hasn’t.

2024-10-17 23:32:46 Brutal analysis of Tesla’s AV by progress: https://t.co/LLKN0KnPpQ

2024-10-17 12:59:47 History will show that single biggest obstacle to accelerating AI in the first half of the 2020s was not chips, data, money, or energy, but groupthink.Dozens of companies spending tens of billions dollars training on essentially the same data producing essentially the same results with the same core issues, over and over. In hindsight it will seem like madness.

2024-10-15 20:52:58 Not the best cognitive psychology I have seen, because it confounds together abstract reasoning with domains where motivated reasoning is well-known to exist. Doesn’t show that humans can’t reason, but rather that they prefer not to. Strange also that the very long literature on… https://t.co/c5q7110okr https://t.co/jvkuOzv0Ic

2024-10-15 20:48:53 RT @ednewtonrex: The NYT sent Perplexity a cease-and-desist, saying it is violating copyright laws. https://t.co/hGHRI8HicP https://t.co/q

2024-10-15 20:45:10 Perfect example of automated LLM summarization drivel. A bunch of the summary is on target and then Gemini takes me to task for not advocating hybrid approaches. Except that I DO advocate hybrid approaches- that’s whole point of the article https://t.co/ssyfj1Ecrr

2024-10-15 20:34:25 RT @MelMitchell1: The subtle yet still insane risks of using AI to "enhance" photos.

2024-10-13 22:05:31 The trillion pound baby fallacy rears its head, once again. Latest example of how it occurs in AI discussions is in the @ESYudkowsky Venn diagram below. https://t.co/GeirnMfC0P https://t.co/9S8d1gcrxn

2024-10-13 22:03:29 @bradstradamus @ESYudkowsky @Aella_Girl See my substack on the Apple result for what has NOT changed and why I remain confident. (“Diminishing returns” ≠ stagnation per se, tho)

2024-10-13 21:59:42 @ESYudkowsky @Aella_Girl trillion pound baby tweet is from @pronounced_kyle

2024-10-11 23:18:51 @MankowskiBart Uncomfortable truths (but mostly pro bono, not for profit)

2024-10-11 22:45:40 amazing ChatGPT stat. https://t.co/o8dI8RMIMD

2024-10-11 22:40:22 It’s not banal

2024-10-11 21:58:25 @emollick What I think it shows is that years of not holding the valley accountable for broken promises has led to increasing improbable predictions, by people who profit by making bold predictions.

2024-10-11 21:55:17 I don’t want to say this claim by Amodei is complete fantasy but it sure as hell won’t happen in 2027. This is what a culture of never holding Valley people accountable for their promises has led to. https://t.co/jyg6z0EMz5

2024-10-08 21:01:38 Community Notes for the win https://t.co/KUIN5kHbvE

2024-10-08 14:27:36 The world’s richest man is working closely with someone who basically appears to be acting as a Russian asset. Hardly anyone on X even cares, as if this were all fine. Why am I even here? https://t.co/PRIgIBrflY

2024-10-08 14:10:27 Source re Trump’s secret calls with Putin: https://t.co/Lco9TURhFX https://t.co/NfNJOsunhD

2024-10-08 14:06:02 Startling. And yes of course Putin has Kompromat on Trump. https://t.co/143lj1Faf6

2024-10-08 04:08:39 RT @jayvanbavel: Social media is not reality: -While only 3 % of active accounts are toxic, they produce 33% of all content! -A mere 0.1…

2024-10-01 23:42:22 I am sure Meta has carefully thought all this through - and decided that they really don’t care about the consequences. https://t.co/PAm6WjIMBu

2024-10-01 23:32:12 @olivia_p_walker @diannew314159 She has completely missed the larger context of Mr Grab-em-by-the-p—– whose handpicked Supreme Court overturned Roe v Wade. he has zero respect for women, and frequently insults them and their intelligence. You can’t be serious.

2024-10-01 23:19:57 @KettlebellDan Just for starters, Trumps S Ct nominees overturned Roe v Wade

2024-10-01 22:39:56 Elon Misk, champion of women’s rights https://t.co/OGz9p4oSvn

2024-10-01 22:36:39 @cichuck I have paid more dues than maybe anyone alive - but the yield is getting lower and lower.

2024-09-30 01:17:49 @olivia_p_walker Most of their points weren’t true

2024-09-30 01:02:47 RT @NationalNOW: "With this veto, @GavinNewsom is siding with unregulated Big #Tech, manipulating consumers with new ways to influence the…

2024-09-29 22:41:57 Narrator: and Governor Newsom said, “ok, fine, if you people with the big bucks say so” https://t.co/6cE6ntzGb0

2024-09-29 22:40:36 “Newsom has his reasons for vetoing the bill, and for some reason, he didn't think it would reflect well on him to share them with us.” https://t.co/5XZojyMNYL

2024-09-29 22:38:29 Silver lining: “SB 1047 has revealed that some industry calls for responsible AI are nothing more than PR aircover.” https://t.co/GXR584muAt

2024-09-28 04:17:39 RT @Carnage4Life: 23andMe is struggling: its stock faces delisting, it shut down its drug unit, and most of its board resigned last week.…

2024-09-28 01:33:24 Damn - I wish I had posted my essay on this deal possibly falling apart an hour earlier! https://t.co/ji4eta48eL

2024-09-28 00:18:43 Reliable agents will not come this year no matter who says otherwise. Pity people who make predictions like this are almost never held accountable for their misses, because that incentivizes unrealistic predictions. https://t.co/WSTlb96cla

2024-09-28 00:13:49 Update good back and forth w @emollick below.

2024-09-28 00:07:38 @emollick Ok but even if we accept your two 26% figures, that’s not across the board

2024-09-25 00:57:56 o1 being more intellectually honest than Yann LeCun could ever be. https://t.co/oYBn2JzxzX

2024-09-24 22:56:52 @BitValentine Maybe you should read my book? It’s seems you are less familiar with my views than you might think.

2024-09-24 22:08:48 What is your p(Black Mirror)? And why? How likely are we to wind up in a dark AI future? (This post is open to everyone.)

2024-09-24 21:47:48 RT @colin_fraser: Pick an interval of time, any interval you want. Now consider this: we may have artificial super intelligence within that…

2024-09-24 21:30:03 Progress https://t.co/L6Y30WkJqC

2024-09-23 01:40:40 Tbh I always blamed Elon for the decline in the quality of intellectual discussions here, but I guess there is another theory worth considering https://t.co/y0dsZIuKgI

2024-09-23 00:20:02 Chris Anderson of @TED firmly urges @GavinNewsom to sign SB-1047. https://t.co/SBSFzWoRd5

2024-09-22 20:17:55 So crazy that Elon just faked a photograph in order to win an argument. Oh no wait that’s how he rolls nowadays. https://t.co/QDXOSPswL4

2024-09-22 20:13:37 RT @parismarx: Google is threatening the UK with being “left behind” in the AI race if it doesn’t build even more data centers and change t…

2024-09-22 18:12:52 @WholeMarsBlog Nice work of fiction or future projection. Any resemblance to currently reality is purely coincidental. If the only issue were a single road in rural Maine, fleets of people robotaxis would actually be here, with very minor geofencing.

2024-09-20 22:03:46 RT @tipazorg: A 'must-read' title in our Books section @tipazorg. Congratulations, @GaryMarcus.

2024-09-20 20:37:57 RT @LeightonAndrews: ‘Google has said that Britain risks being left behind in the global artificial intelligence race unless the government…

2024-09-20 17:51:49 And a lot of garbage too, often from this guy: https://t.co/mHVz2QmypY

2024-09-20 17:49:27 I might put the probability a bit lower, but agree this could definitely happen: https://t.co/XEGzminnpj

2024-09-20 15:56:57 A basic truth that those investing in OpenAI’s new$150B round seem not to understand https://t.co/KJAs0aIbos

2024-09-18 00:41:57 Postponed due to technical difficulties

2024-09-18 00:40:31 RT @GaryMarcus: Why did we fall for Silicon Valley’s over-hyped messianic narrative in the first place? https://t.co/Y5FG90aHC8 https://t.…

2024-09-18 00:31:54 Why did we fall for Silicon Valley’s over-hyped messianic narrative in the first place? https://t.co/Y5FG90aHC8 https://t.co/thP8GpE6jH

2024-09-18 00:28:37 How Elon Musk, Sam Altman, and the Silicon Valley elite manipulate the public / BOOK EXCERPT @FortuneMagazine: https://t.co/xyyK2WyhaZ

2024-09-18 00:14:37 @mosesjones @yuntiandeng can probably elaborate re methodology. If you could reliably use tools, fine. You shouldn’t have to have the user tell you to use them.

2024-09-16 00:47:10 @plibin @Jason Hear, hear. Thank you, @Jason.

2024-09-16 00:44:26 @jarom04 @Jason It really does not seem that first shooter was politically motivated per se. second, I have no idea.

2024-09-16 00:43:31 I have deleted two tweets re @jason and the assasination attempts

2024-09-16 00:41:23 @Jason I am going to edit (and in some cases delete) my comments accordingly. That really was not how I read it, and I appreciate the clarification.

2024-09-16 00:39:37 @Jason I am happy to take down my tweet if I misunderstood yours. I took it to be saying the shooters were leftists, which is unsupported by a data I am aware of. if I have misread you, or missed some public evidence, let me know.

2024-09-14 04:53:10 RT @bcmerchant: We are desensitized to everything now but this is the world’s richest man yukking it up with the former president of the Un…

2024-09-14 04:50:35 @DrMikeBrooks @thegartsy @sellieyoung @gleonhard indeed that’s exactly the point of taming silicon valley

2024-09-14 04:49:19 RT @Grady_Booch: “We are showing the system a thousand words in a sequence and asking it to predict what comes next,” @sama told @Oprah . “…

2024-09-14 04:11:03 @Will83756176 brilliant. that’s got to be worth at least $150 billion, easy.

2024-09-14 04:05:22 @thegartsy @sellieyoung @DrMikeBrooks @gleonhard that’s a central theme of —and motivation behind – my new book

2024-09-11 13:53:57 We are hair’s breadth away from a GenAI bubble collapse - and at last everybody knows it. Brutal, correct observation today @BusinessInsider by @_hasanc: “Jensen Huang faces a monumental task as he takes center stage at a Goldman Sachs event on Wednesday: getting AI investors… https://t.co/Q0XqdQFVwj https://t.co/MmJUjwLkGH

2024-09-11 13:36:36 For the record this was the lie about infanticide. Many other insane lies followed

2024-09-11 13:32:18 WTF has happened to Silicon Valley? Going from “don’t do evil” to this, maybe the sickest act of hair-splitting I have ever seen, and Elon’s incredibly creepy unsolicited offer to impregnate Taylor Swift? https://t.co/sEXTz2P9Rb

2024-09-11 13:19:29 @shaunmmaguire Maybe the sickest act of hair-splitting I have ever seen. https://t.co/sEXTz2P9Rb

2024-08-24 05:59:05 @DenLoginoff @CrisGiardina +1

2024-08-24 04:56:59 RT @goodside: Every LLM dialog has an implicit prefix of “humans love reading shit like:” and the output is the model making fun of us.

2024-08-24 04:22:33 No bullshit. This all really happened and was amazing and I will share a clip when we have one. https://t.co/Nm1EugvQmY

2024-08-24 03:57:17 RT @iruletheworldmo: @CrisGiardina that was awesome. can’t wait for the podcast with @GaryMarcus !! @bilawalsidhu to host? i’d certainly…

2024-08-24 03:44:46 RT @paulhshort: Listening to @GaryMarcus talk to Advanced Voice Mode for the first time( courtesy of @CrisGiardina) is the Friday night I d…

2024-08-19 21:58:25 Replicating and extending what @rahll and I reported with other models in January. https://t.co/lTUe7j3qLn

2024-08-19 21:37:59 @JulieKallini I am a little puzzled by the methods here. You do show that some “impossible” language models are somewhat harder to learn by GPT-2, but you don’t show this is true for all or even most or even many LLMs (eg GPT-3, GPT-4 etc), and you show only that they are harder, not that… https://t.co/g7IaLWfzBY https://t.co/CdLEDrRKrn

2024-08-19 21:13:55 People like @pmddomingos and @Ylecun: “Gary is an alarmist” Reality: I critique unrealistic views of all sorts, including alarmism that is premature. https://t.co/OJVXyFnviy

2024-08-19 21:02:49 @rick_talbot thank you, @skdh – let’s talk sometime

2024-08-19 20:51:11 @fchollet hey just want to remind you that i have been in there with you on that battle for years

2024-08-17 23:27:24 RT @jvboid: @GaryMarcus great presentation https://t.co/z9K3Z6LM4u

2024-08-17 21:54:49 @librarythingtim Evidence?

2024-08-17 21:51:54 @Wasgo “Wrong, in plain English” lol

2024-08-17 21:08:40 @danprim37 There’s a long thread about this here a few weeks ago, many passes

2024-08-17 20:58:43 SMH. Is this reasoning? in plain English? https://t.co/WrZPD1zKhe https://t.co/JiCnMgxNIm

2024-08-16 00:14:34 @ericzelikman the original, from a colleague, actually specified rome, italy

2024-08-15 23:46:23 It’s not everyday you give a keynote at the same conference twice, three years apart, after an intervening “revolution” in AI. What has changed since October 2021 — and what hasn’t? And what should we be doing next? Find out at this upcoming livestreamed talk @SingularityNET! https://t.co/Jxiz3YtiXz

2024-08-15 23:32:45 closest support i can find this far, not as compelling but in same direction, from 11 days ago. https://t.co/nJcuAutuju

2024-08-15 23:27:55 Not sure how this is being counted, but it’s an incredible statistic. https://t.co/6qPO6RnsQL

2024-08-14 04:58:39 @s_batzoglou @elonmusk @IlhanMN That STILL doesn’t address his original litmus test. Has the company equally pissed off far right and far left. Answer: no.

2024-08-14 04:45:38 EM’s tweet is more sophisticated than the reply guys below (so far) are failing to recognize

2024-08-14 04:41:02 @KNohue @elonmusk Oh, c’mon, it’s not all gone. Only a bit over half. what’s a $25B writedown between friends? https://t.co/zN5J24zGuj

2024-08-14 04:38:38 @Steve3449 @elonmusk That’s a diversion. https://t.co/W1sl8D2dKx

2024-08-14 04:38:08 @mblair @elonmusk https://t.co/W1sl8D2dKx

2024-08-11 18:27:45 RT @mysteriouskat: @GaryMarcus I don't get how we got to a point where it's ok for one of the candidates for the highest office to post thi…

2024-08-11 18:26:09 @mysteriouskat it’s really not ok

2024-08-11 18:22:15 @KettlebellDan You see something objectionable in the actual executive order she references that you object to? The dictionary definition of equity is being fair and partial and I think the exec order aims for that (as does the AI blueprint) and I fully support that.

2024-08-11 18:13:01 @KettlebellDan Who used the phrase when and where?

2024-08-11 18:07:54 @KettlebellDan Ain’t my phrase. But I really like the WH Blueprint for an AI Bill of Rights.

2024-08-10 05:06:44 Actual PhD level economists, what grade would you give this essay, if submitted by a graduate student? To the extent that you would not give it an A, what would be your concerns? https://t.co/n5ovGnGe1j

2024-08-10 05:04:59 RT @DrBonillaOnc: @GaryMarcus @lexfridman @elonmusk This is what happened when I called out Fridman’s disingenuous bothsidesism https…

2024-08-10 05:04:01 @JamesGillespieX @SuperboffinLA You said they are centrist (false) and then backpedaled to center of court that shifted right (true). QED.

2024-08-10 05:00:09 @mybldyvlntne @nealkhosla Lol

2024-08-10 04:53:20 @JamesGillespieX @SuperboffinLA “That means the court is conservative enough that its center falls squarely on the right”

2024-08-05 00:32:08 Working on an essay called In-Sanity Checking, about how LLMs never check their own work. Might have room for one or two more favorite examples…

2024-08-05 00:03:06 I like how it used common sense and recognized that a growth rate from 2022 of 10000% was obviously ridiculous. And that it didn’t make sense that a modest city would suddenly become the largest in the world, practically every night. AGI is gonna be wild.

2024-08-04 23:57:42 Only off by two orders of magnitude. This AI stuff is amazing! https://t.co/qR3VBIsb4H

2024-08-04 23:47:12 @AI__Alexandra i don’t see the evidence re Harris, who you insist on referring to by first name, unlike Trump, but cannot possibly see how you would think that Trump would not make criteria for malignant narcissism.

2024-08-04 22:55:07 Shocked at some things I read in the last few days. If you think Trump’s comment about how smart Putin is in the Russian prisoner spot was a “bit” you haven’t been following him for long. (2018: “Standing next to Putin, Trump declined to side with US intelligence on election… https://t.co/XfqnhdAD9n

2024-08-03 06:45:01 Did @elonMusk really use Trump (5-time draft dodger who is too chicken to debate Harris) and the word “courage” in the same sentence? Seriously? Because he stood up after getting grazed so lightly by a bullet that the bullet didn’t even leave a hole? That’s courage?

2024-08-03 06:31:35 Wow. With over 500 votes in, fully 69% of respondents (in this admittedly unscientific poll) think that GenAI is a bubble, and the only question is when (this year, next year, or the one after) that bubble will burst. https://t.co/hSzCYk29vV

2024-08-03 06:26:09 @Kayodeodeleye There’s something to what you say, but also many people are frustrated, in a way you don’t acknowledge, e.g., this Upwork survey. So yes, the tech will get cheaper, but if the hallucinations and boneheaded errors aren’t fixed, most people and many companies will give up on the… https://t.co/eLuOo3QhhG https://t.co/UVDOyb1uWC

2024-07-24 22:49:26 @burny_tech You have chosen a single test, post hoc, ignored all the rest and given zero information about what it’s in it. I don’t think much of that.

2024-07-24 21:58:30 “This might be the most important book you read this year” -@AnnieDuke Coming September 17th @mitpress. Preorder now. https://t.co/oiShqe1UrC

2024-07-24 21:45:42 The only conclusion I can really reach is that the fan boys don’t actually understand the difference between the words “exponential” and “asymptote”. https://t.co/VW7DEK0SjG

2024-07-24 21:44:15 @joshu Examples from x are in the replies however

2024-07-22 00:24:46 @AvikonHadoop https://t.co/kcVZIzdkEk

2024-07-22 00:23:46 David really is losing his grip. Sad to see. https://t.co/JP0K1nTDEm

2024-07-21 23:40:12 RT @OnIsShows: David is coping extremely poorly with the fact he is financially backing a 78 year old mentally unstable man called Donald T…

2024-07-21 23:27:00 @DavidSacks https://t.co/Hq2U7D2Wq1

2024-07-21 23:11:42 You know when you are defending a sh!t candidate? When the best thing you can come up to say about him is that he (by pure dumb luck, not design) dodged a bullet. [And no, Kamala is not the one who staged a coup, Trump is, or did you forget?] https://t.co/N7yx8mlReE

2024-07-19 21:09:12 @SaliferousGames @elonmusk @linakhanFTC is kicking ass.

2024-07-19 21:05:17 Memo to @elonmusk and many others, You can’t (genuinely) worry about AI/AGI risk and support Trump. Biden, whatever his faults, has assembled a team that cares about AI and cybersecurity and has made good calls

2024-07-19 20:53:12 *Exactly* what I am waiting to hear about https://t.co/AZxi1DGMeG

2024-07-19 20:52:45 @bender_2716057 Yep I am definitely wondering

2024-07-19 20:52:19 @linakhanFTC And see what I told the Washington Post: https://t.co/ez5mMpBjvA

2024-07-10 20:53:48 Background: https://t.co/7IgJUl5Z8Q

2024-07-10 20:44:01 RT @TEDAI2024: Can you be both skeptic and optimist about AI? Listen to @GaryMarcus and @BilawalSidhu delve into the nuanced perspectives a…

2024-07-10 20:10:41 In the fullness of time, pure LLMs will be seen as the dirigible of AI, initially fast to scale, but ultimately unsatisfactory.

2024-07-10 14:27:50 @jeblad @wellingmax Or 10,000 maybe?

2024-07-10 14:03:46 I would welcome @Kevin_scott to engage in the arguments as laid out here: https://t.co/ly6lKaUqkB

2024-07-07 05:08:05 @hwchase17 @Altimor Um, the term goes back 1960 or the 1970s, depending on how you count: https://t.co/49Z6AlaRpx

2024-07-07 01:12:21 @olivia_p_walker Pure LLMs are hopeless

2024-07-07 00:29:29 @AMG0323 That’s always been true and I have been trying to warn people of that since December 2022.

2024-07-07 00:26:56 @conconconling Lol people still giving me grief

2024-07-07 00:24:30 @AmandaAskell And part alchemy

2024-07-05 00:40:10 RT @MorganPfiffner: I found another AI-generated garbage diagram in a scientific journal. It’s entirely gibberish and features anatomicall…

2024-07-04 16:41:45 https://t.co/GqihiscEhw

2024-07-03 15:43:31 @dcallahan2 @latinostats I have responded many times to this question

2024-07-03 15:33:20 @VicKlien @thomasdylandan2 exactly. none of the arguments against “ever” seem convincing, and “ever” is a long time window.

2024-07-03 15:21:03 @benjaminjriley see essay with @GradyBooch at my Substack for starting thoughts

2024-06-23 03:36:17 @olivia_p_walker @garrytan @ycombinator also isn’t any model that costs less than $100M to train largely exemp

2024-06-22 22:35:02 @Grady_Booch @elonmusk @leopoldasch

2024-06-22 21:19:59 @Kyrannio @elonmusk @leopoldasch https://t.co/XNqdXfwS3a

2024-06-22 21:19:03 @Shaughnessy119 @elonmusk @leopoldasch Read my article next decade in AI

2024-06-22 20:41:59 @mister_shroom @elonmusk @leopoldasch please read the substack all the way to the end and follow the link there, for my own criteria

2024-06-22 20:30:38 @VictorTaelin @elonmusk @leopoldasch LLMs alone won’t get us there, and even if we do have better algorithms, there’s a lot of work to do. See my essay Next Decade in AI. https://t.co/rbeWGMenKO

2024-06-21 01:03:48 Now that we can more or less put the “GPT-4 / AGI is nigh” idea to bed, I shall try my best to disappear for at least a little while :) Somebody text me if GPT-5 *does* drop! https://t.co/NZtaxSrZFi

2024-06-21 01:01:27 @KarlTrewhelaArt Check his webpage and recent talk yourself

2024-06-21 00:57:43 @sisboombahbah @lexfridman Addressed elsewhere: https://t.co/HS1sgjar7w

2024-06-21 00:47:15 So funny how people say I am “not relevant” to Hinton when he has three quotes from me on his home page (more than almost anyone else) and regularly mentions (and misrepresents) me in his talks. If Hinton really didn’t think my ideas didn’t pose a threat to his empire he… https://t.co/WLDXBjxaCi

2024-06-21 00:42:53 @Freds_Mulligans @lexfridman Hinton has me on his web page, not the other way around

2024-06-19 23:34:23 RT @bookauthority: Bravo @GaryMarcus! "Rebooting AI" made it to BookAuthority's list of best Artificial Intelligence audiobooks of all time…

2024-06-19 16:13:14 @athundt Agreed. Unfortunately that’s a very small minority of what’s currently happening - but we should absolutely change the social norms around this.

2024-06-19 15:50:30 @ArtfulDodger183 I am all for using properly licensed data.

2024-06-19 15:47:33 We should be rewarding people for the algorithms they invent, and not the data they scavenge.

2024-06-19 15:20:10 “like having your valuables stolen from your home and then hearing the thief say, "Don't worry, I'll give you a chance to opt out of future burglaries ... next year.”” https://t.co/YLkE5ovEBn

2024-03-01 00:00:00 CAFIAC FIX

2024-03-11 00:00:00 CAFIAC FIX

2023-05-19 19:00:00 CAFIAC FIX

2023-05-21 19:00:00 CAFIAC FIX

2023-04-21 00:00:01 CAFIAC FIX

2023-04-04 19:09:28 Many people are talking about the Belgian chatbot death, but few seem to familiar with the facts.Here'

2023-04-03 03:02:18 @ceperez ha ha, we certainly do not have AGI and won’t this time next year, moratorium or no.

2023-04-03 03:01:12 @BartWronski I would guess that you haven’t read any of my many critical discussions of Tesla

2023-04-03 02:59:36 @chrisoffner3d @BartWronski absolutely not, and I will continue to point out concerns i have with Tesla etc, as i have for the last several years.

2023-04-02 17:26:53 Opportunity Lost. The 6 month ban letter was flawed

2023-03-31 00:55:53 The 6 month ban is letter is not perfect, but a lot of the criticism misses the point. As a signatory and the person who broke the story on twitter and then endured endless attacks, my thoughts are here: https://garymarcus.substack.com/p/the-open-letter-controversy

2023-03-29 01:30:37 a big deal: @elonmusk, Y. Bengio, S. Russell, @tegmark, V. Kraknova, P. Maes, @Grady_Booch, @AndrewYang, @tristanharris &

2023-03-28 14:06:07 We desperately need to stop dichotomizing. AI poses serious risks BOTH short-term AND long-term. You don'

2023-03-22 16:52:59 @bwyble we will see about the first part

2023-03-22 10:41:23 Fantastic explainer on AI, hype and reality https://www.youtube.com/embed/Puo3VkPkNZ4

2023-03-22 08:24:23 Speaking of bullshit, anyone remember this?

2023-03-18 16:13:54 The not-so sweet smell of AI bullshit.https://garymarcus.substack.com/p/this-week-in-ai-doublespeak?sd=pf

2023-03-16 20:33:20 Exciting announcement, new title :) #TED23 https://conferences.ted.com/conference/ted2023/speakers

2023-03-14 00:18:57 @ceperez @kordinglab not sure i see what you mean by evolution in this context

2023-03-14 00:15:58 Should we worry more about short-term Al risk or long-term Alrisk? We can'

2023-03-13 19:57:53 AI, misinformation, and the 2024 elections:https://www.theatlantic.com/technology/archive/2023/03/ai-chatbots-large...

2023-03-10 04:05:53 What will criminals do with GPT? We don’t know. But it’s already clear we are in for some serious challenges.The Latest at The Road to AI We Can Trust:https://garymarcus.substack.com/p/the-long-shadow-of-gpt?utm_source=twit...

2023-03-06 05:33:47 Calling bullshit on national TV :) My 90 seconds of 60 Minutes fame: “I actually like to call what [ChatGPT] creates "

2023-03-05 10:00:00 CAFIAC FIX

2023-03-02 22:00:00 CAFIAC FIX

2023-02-28 06:24:15 @caseynewton @misc eg https://www.nytimes.com/2023/01/06/opinion/ezra-klein-podcast-gary-marcu...

2023-02-27 01:00:00 CAFIAC FIX

2023-02-19 08:15:31 could there be a news story more 2023 than this?

2023-02-18 16:18:24 David beats Go-liath! with some important lessons for claims about AI being superhuman, even in limited domains.https://garymarcus.substack.com/p/david-beats-go-liath

2023-02-17 23:21:23 How *not* to test GPT-3 (and how *to* think about that Theory of Mind paper people keep asking about), with Ernie Davishttps://garymarcus.substack.com/p/how-not-to-test-gpt-3?sd=pf

2023-02-11 17:45:50 Nightmare on LLM Street“.@garymarcus in absolute top form! I don'

2023-02-11 01:28:21 Saturday at 8am PT, at garymarcus.substack.com: Inside ChatGPT’s Heart of Darkness

2023-02-09 05:12:26 Oops! How Google bombed, while doing pretty much exactly the same thing as Microsoft did, with similar resultshttps://garymarcus.substack.com/p/oops-how-google-bombed-while-doing

2023-02-03 04:43:43 Happy Groundhog Day – the AI edition!https://garymarcus.substack.com/p/happy-groundhog-day-the-ai-edition

2023-02-02 14:40:07 ChatGPT ain’t rocket science!Brilliant @NPR story by @gbrumfiel. Listen &

2023-02-02 00:23:03 Gaslighting and reality in AI: Three years of epic @Ylecun and @garymarcus battles, summed up in a single convenient blog post. https://garymarcus.substack.com/p/gaslighting-and-reality-in-ai?sd=pf

2023-01-30 01:00:00 CAFIAC FIX

2023-01-16 18:07:21 @bibliotecaria @emilymbender emily has made things really hard for me by - misrepresenting my views- taking a single interview that I didn’t control to undermine a lifetime’s commitment to social justice- never citing me even though I frequently cite herThis makes me not want to promote her work even when I fully agree with it.

2023-01-14 18:33:30 @cgruenloh @DrVeronikaCH same for any LLM thus far or in near-term future!

2023-01-14 03:43:27 5 reasons why including ChatGPT in your list of authors is a bad ideahttps://garymarcus.substack.com/p/scientists-please-dont-let-your-chatbots

2023-01-11 06:02:44 Yet another AI reproducibility / reliability / generalizability crisis, this time in medicinehttps://www.nature.com/articles/d41586-023-00023-2

2023-01-08 16:34:03 How to get rich in AI:Propose an exciting new technology (driverless cars, virtual assistants, new-fangled search…)Promise fabulous resultsRaise a fortuneStumble, because products ≠ demosBlame the DataGather More DataStumble some moreRinse &

2023-01-08 14:39:19 @gullabi looks legit

2023-01-08 14:36:33 @gullabi yes that is the output I got and discussed on Ezra Klein

2023-01-08 04:07:21 further adventures in the ChatGPT vs Google revolution

2023-01-06 23:23:50 @vzocca that’s from two days ago!

2023-01-06 23:06:33 Um, what if ChatGPT *isn’t* as intelligent as it seems? Thrillled to chat w @ezraklein https://www.nytimes.com/2023/01/06/opinion/ezra-klein-podcast-gary-marcu...

2023-01-04 22:06:17 Vancouver BC

2023-01-04 17:49:53 @karabaic I clarified a bit after :)

2022-12-31 16:48:34 17 reasons why you should be worried about AI, as we go into 2023https://garymarcus.substack.com/p/an-epic-ai-debateand-why-everyone?sd=pf

2022-12-30 17:07:13 Is ChatGPT Really a “Code Red” for Google Search? https://garymarcus.substack.com/p/is-chatgpt-really-a-code-red-for

2022-12-28 21:15:40 It’s a myth to think you can build machines a value-neutral way.

2022-12-28 17:24:34 @abebab I don’t think that is the norm anymore.

2022-12-27 01:27:15 @orbiterlab @silke @sarahookr the cost of saying stuff like that is zero.

2022-12-26 22:32:57 epic summary of an epic debate: https://www.zdnet.com/article/ai-debate-3-everything-you-need-to-know-ab...

2022-12-26 03:44:20 @zeroexp nope but the video is at agidebate.com and I may put them there or write them up in a Substack

2022-12-25 17:47:07 What to Expect When You’re Expecting … #gpt4What comes after #ChatGPT? 7 predictions for 2023https://garymarcus.substack.com/p/what-to-expect-when-youre-expecting

2022-12-25 17:18:47 Woker-than-thou

2022-12-23 19:00:23 Live, tonight, from all over the globe, many of #AI’s leading thinkers. Agidebate.com@dileeplearning @bengoertzel Noam Chomsky @kordinglab and many more!

2022-12-20 22:39:31 Montreal, earlier today

2022-12-20 15:10:54 AI Platforms like ChatGPT Are Easy to Use but Also Potentially Dangerous (adaptation at Scientific American of my Jurassic Park essay)https://www.scientificamerican.com/article/ai-platforms-like-chatgpt-are...

2022-12-19 18:04:46 @vzocca OTOH this alternative question is plainly interpretable as a hypothetical word problem and it still fails

2022-12-19 15:32:59 ChatGPT mansplaining @ElonMusk and @Twitter https://t.co/W9rH9blJ2l

2022-12-19 15:26:33 ChatGPT stumbling a bit on today’s news…

2022-12-19 12:22:20 @GunnarBlohm @dileeplearning yes

2022-12-19 02:36:05 Elon’s poll is apparently just to save face! He was apparently told to step down prior to the poll:https://twitter.com/iamraisini/status/1604630171205529601

2022-12-19 02:12:43 This Friday, Dec 23, 5pm ET…Noam Chomsky, Erik Brynjolfsson, Yejin Choi, Canadian MP Michelle Garner Rempel, @dileeplearning, Ben Goertzel, Kai-Fu Lee, Jürgen Schmidhuber, Francesca Rossi, Anja Kaspersen, Jeff Clune, Artur d'

2022-12-19 01:58:18 RT @Montreal_AI: This Friday, Dec 23, 5pm ET… Noam Chomsky, @erikbryn, @YejinChoinka, MP @MichelleRempel, @bengoertzel, @kaifulee, @Sc…

2022-12-19 01:52:05 @taylorlorenz insanity. and, perhaps his final and ultimately reversible, act in office?

2022-12-19 00:52:42 @tdverstynen interesting thread

2022-12-19 00:48:19 @tdverstynen that particular ship has already sailed

2022-12-19 00:44:54 Ok, this is an interesting poll, and worth a brief trip to Birdland:https://twitter.com/elonmusk/status/1604617643973124097?s=46&

2022-12-18 21:29:41 From free speech to fascism in 7.5 weeks

2022-12-18 21:28:35 @futurology101 undoubtedly there will be some positive some negative

2022-12-18 21:27:53 @vzocca waiting on an editor. Email me via my contact page if you want a peek.

2022-12-18 17:44:51 @Riedl have heard that but not sure whether or not true.

2022-12-18 16:17:03 @eibriel ps I actually have 7 specific predictions but that’s a pretty good tl

2022-12-18 16:13:08 @eibriel darn, did you read the draft?

2022-12-18 15:15:13 @schoppik am sure it could, but doubt it would get the details right…

2022-12-18 14:49:11 working on an essay on my predictions for GPT-4

2022-12-17 01:44:19 @alepouda @rachelwilliams @vzocca

2022-12-17 00:54:43 @paulbalogh No short answer

2022-12-17 00:07:34 @marameo awesome example!

2022-12-17 00:06:42 @alepouda @rachelwilliams A. You didn’t precisely replicate what was doneB. The systems are stochastic C. That’s the problem

2022-12-17 00:03:39 It’s taken the neural network community 30 years to almost sorta hear me out on this

2022-12-17 00:00:51 @rachelwilliams it’s not actually remotely trivial. Eg how do you write a module that takes the output of the white bourse example and reliably give the right answer (white)? The system does *that* is the system that is actually intelligent.

2022-12-16 23:53:39 @marameo indeed it would be very easy to abuse to create fake info for selling an ads

2022-12-16 23:52:14 @rachelwilliams there are many examples like this

2022-12-16 23:32:49 Guardrails don’t come free

2022-12-16 19:18:00 @DrYohanJohn @PessoaBrain@neuromatch.social @LeslieKay @PessoaBrain@mastodon.social @dr_alexharris @tdverstynen It’s extremely challenging to be a critic in a world where people prefer to believe in fantasies.

2022-12-16 19:16:50 @pchiusano @filippie509 @melaniemitchell I prebunked it, and maybe ought write a reply https://www.nytimes.com/2015/06/28/opinion/sunday/face-it-your-brain-is-...

2022-12-16 19:16:01 @beltsbear then again for a car company it’s still very expensive. we’ll see …

2022-12-16 18:08:15 Elon Musk, Oct 20: “Tesla Could Be Worth More Than Apple And Saudi Aramco Combined” Stock Market, two months later: “Not til you get out of Twitter, that’s for damn sure”

2022-12-16 16:11:08 @LeslieKay @PessoaBrain @dr_alexharris @DrYohanJohn @tdverstynen the great past tense debate (pinker, McClelland, myself, etc) anticipates many of the current themes in AI and is still very relevant.

2022-12-16 15:21:53 @thegradient @drewharwell my server feels your pain

2022-12-16 04:10:02 So much for free speech

2022-12-15 16:07:15 @prem_k creeps me out that 1. the references are fake2. You could just as easily write a totally bogus letter as a legit letter

2022-12-12 20:46:48 @abebab update Abeba is where she should be: https://womeninaiethics.org/the-list/hall-of-fame/

2022-12-12 20:09:14 Great list of brilliant women in AI Ethics, to which I would unhesitatingly add @abebab: https://medium.com/women-in-ai-ethics/announcing-the-100-brilliant-women...

2022-12-12 12:39:02 @justinhendrix doesn’t seem like the 44B has improved his approval ratings the way he hoped?

2022-12-12 01:03:02 @martin he has resisted my efforts to talk to him about that very topic, so I doubt it.

2022-12-12 00:51:54 @anclement I expect a lot of the longer content to be LLM generated dreck, but who knows

2022-12-12 00:45:09 @spencerdailey I should have left then

2022-12-12 00:43:31 @adamjcook that is my precise fear

2022-12-12 00:42:40 @anclement ha! I was actually looking forward to the additional space (except the gpt-generated stuff)

2022-12-11 22:03:47 this makes me so uncomfortable I am taking a break. you can find me on mastodon, substack, and linkedin. https://t.co/2TvYHsuz3v

2022-12-11 21:51:01 @sergia_ch @sama See my comments at https://t.co/NnELd6ldtt

2022-12-11 21:50:32 @lorakolodny @wongmjane What she said :)

2022-12-11 21:08:13 Sorry, wrong. GPT-3 doesn’t bullshit because people do

2022-12-11 20:42:32 @TonyZador @bengoertzel @sama The problem is that they lose binding eg between entities and their properties, as I discussed here: https://t.co/bbOXczqzRQ

2022-12-11 18:02:28 Never a charge. Always our holiday gift to the world. https://t.co/4c17D87saZ

2022-12-11 18:00:51 @Kempton @Kobotic but great that at least some politicians, like Canadian MP @MichelleRempel, are showing an interesting in learning more and diving deeper into AI. She’ll be at https://t.co/VNBNm3FHSS, sharing her experience in regulating new tech.

2022-12-11 17:58:48 Looking forward to my Thursday 1pm Fireside chat w IBM Research’s Chief Scientist of Research Ruchir Puri, hosted by the MIT Sloan Quant Club. https://t.co/f7GKUPXKbP

2022-12-11 17:39:04 RT @benjaminjriley: “There is no one way the mind works, because the mind is not one thing. Instead, the mind has parts, and the different…

2022-12-11 17:37:59 @pwlot @bengoertzel funny i have been thinking of the same metaphor (wernicke’s aphasia) lately

2022-12-11 17:27:07 @benjaminjriley @chazfirestone! (Is Brian on here?)

2022-12-11 17:25:45 Let’s bury the hatchet, @sama. @bengoertzel just signed on to our 12/23 https://t.co/NnELd6ldtt

2022-12-11 17:11:45 @rmarcilhoo @bengoertzel @sama @ylecun @hardmaru yes, RL with world models will eventually be useful. the world models are the cake. when we get that right, we can get back to what yann likes to call the cherry on top. LLMs don’t have that, so aren’t super useful for that approach to RL

2022-12-11 17:06:03 @rmarcilhoo @bengoertzel @sama On RL I am actually very much with @ylecun. RL alone isn’t cutting it

2022-12-11 16:53:05 Read this thread, if you care at all about AGI and large language models. https://t.co/lsVZMezgEP

2022-12-11 16:40:22 Truth. Excerpted from a thread from one of the world’s deepest thinkers on AGI, @bengoertzel https://t.co/rk98uwr28j

2022-12-11 14:14:38 @sergia_ch @yudapearl @alexhanna That’s whole point of this essay

2022-12-11 14:13:42 RT @rogerkmoore: Brilliant example of the pattern-matching limitations of ChatGPT (thanks to Tim Hazan): “What letter comes next O T T F F…

2022-12-11 14:02:14 @NateSilver538 Curious to see examples of both @NateSilver538 (and wondering at what length the first part is effective).

2022-12-11 13:36:55 @wellingmax No! Was @sama Reviewer 2 in the evaluation of deep learning is biting a wall? I had no idea! Just kidding https://t.co/a4Cc4o8ouw

2022-12-11 04:58:13 Serious question, apropos novel writing, etc. What is the *longest* coherent prose you’ve gotten out of an LLM, without hand tinkering? The most interesting plot twist? Deepest characterization? Most surprising bit of dialog? https://t.co/9jmjZniRBd

2022-12-11 04:43:41 @davidchalmers42 guess the problem wasn’t so hard after all. cc @anilkseth

2022-12-11 04:42:48 If GeoHotz says its true, I guess maybe you aren’t conscious after all? Glad we cleared that up. (But IMHO he’s actually right that you are a computer: https://t.co/j9y9YqmqPC) https://t.co/i7uknfo0pq

2022-12-11 04:37:58 @renatrigiorese what i am saying is that because the developers are unable to rule out data leakage, and have done too little to alleviate that concern, the artists have a real shot, especially in cases where they can show enough similarity to convince a jury.

2022-12-11 04:25:16 @naivebaesian finally

2022-12-11 04:15:10 @DuaneJRich @sama @gdb it was the last line here that was key

2022-12-11 04:11:52 @DuaneJRich @sama @gdb To make the point that they should not be so dismissive of the next criticism, be it from me or somebody else.

2022-12-11 04:09:56 @renatrigiorese no, style cannot be. But individual art works can be stolen from, and copyright suits can be filed

2022-12-11 03:44:27 @tdietterich @Noahpinion Incidentally I already wrote about English ->

2022-12-11 03:41:22 @DuaneJRich @sama @gdb again, hundreds of of people piled on me. nobody ever called them out. why call only me out? deeper point: ML has been very unkind to criticism that has been proven in hindsight to be legitimate

2022-12-11 03:37:48 @tdietterich @Noahpinion but eg do you want your planning to go through systems that aren’t robust and trustworthy?

2022-12-11 03:32:37 @dave_at_hat @sd_marlow they have gotten a lot better this year

2022-12-11 03:31:44 Excellent question. (Spoiler alert: SEO optimization with faux text doesn’t count). https://t.co/rJaOW6JLge

2022-12-11 03:30:46 @DuaneJRich and, clarifying, the ridicule came from others (@sama, @gdb, @plinz, @ylecun, etc) not you. I didn’t read you that way and apologize if that was unclear.

2022-12-11 03:29:38 @DuaneJRich If it was just one, ok, but it was literally thousands of people, many quite prominent, posting and liking dozens and dozens of similar tweets. I think I am entitled to point that out. If you have experienced similar, great

2022-12-11 03:25:29 @DuaneJRich @sama @gdb And by the way I doubt that not a single person spoke up to call Sam’s original post childish. Willing to bet you didn’t. #doublestandards

2022-12-11 03:22:46 Hilarious rewriting of history. Hundreds of people ridiculed me on Twitter (and Facebook) in March and April. It was a meme! And now today is it’s “Happy We Knew it All Along” Day. Schopenhauer has got you covered! https://t.co/Q11UKykNQ9 https://t.co/en4oZKSidK

2022-12-11 03:05:25 @sama It’s not just that I told you so, back in March, but that back in April you (&

2022-12-11 03:00:02 @garymarcus, March, GPT shows “hallmarks of unreliability &

2022-12-11 02:45:33 100%, @sama, robustness and truthtfulness and by the way, that is *exactly* the wall in my award-winning essay that you and your co-founder mocked. Maybe read it again and be nicer next time? https://t.co/bVRpsfHIFo and your original response: https://t.co/Xos52HEqip https://t.co/jjwunBlUjK

2022-12-10 16:18:59 @balajis I am worried personalized misinformation tbh

2022-12-10 16:12:35 RT @GaryMarcus: AI's Jurassic Park moment - and 4 things we might do about it.

2022-12-10 16:12:16 RT @JamesFlint: This is important. Media - written media at least, has just changed forever. By @GaryMarcus #ChatGPT https://t.co/ueUKGq

2022-12-10 15:48:47 @katiephangshow Thanks so much for allowing me to sound the alarm about the risk of automated misinformation on your show, @KatiePhang! And here is the link to the essay you so kindly mentioned: https://t.co/0bjkj1TPzR

2022-12-10 15:42:28 RT @katiephangshow: “ChatGPT can make wonderful simulations of almost anything, but it doesn’t really know what it’s talking about.” @GaryM…

2022-12-10 15:42:04 RT @greglinden: "For Stack Overflow, the issue is literally existential. If the website is flooded with worthless code examples, programmer…

2022-12-10 14:26:43 RT @GaryMarcus: @elonmusk @stillgray The biggest concern—far more imminent than AGI, and existential to @twitter—is automated propaganda: h…

2022-12-10 14:21:31 @elonmusk @stillgray The biggest concern—far more imminent than AGI, and existential to @twitter—is automated propaganda: https://t.co/0bjkj1TPzR

2022-12-10 13:43:17 RT @DrHughHarvey: I think this warning from @GaryMarcus will stand the test of time. We are at the precipice of wide spread misinformation…

2022-12-10 13:22:53 AI's Jurassic Park moment - and 4 things we might do about it. https://t.co/cICCuUIjyx

2022-12-10 13:21:41 @mridley and featured this morning by @katiephangshow, link to come

2022-12-10 13:15:59 @j2lovesfriday @katiephangshow Exactly, and see my pinned tweet: https://t.co/DjVCfSsmKg

2022-12-10 13:09:10 RT @kvashee: @GaryMarcus at #EMNLP2022 https://t.co/zLswziAl23

2022-12-10 04:59:55 RT @qantarot: 'When GPT sounds plausible, it is because every paraphrased bit that it pastes together is grounded in something that actual…

2022-12-10 02:06:57 @plibin It feels more like the trouble with tribbles to me https://t.co/NPyFDalvFI

2022-12-10 00:04:35 @patrickmesana i was locked out by an elaborate and somewhat disturbing phishing ruse, see my LinkedIn posts for details

2022-12-09 23:58:28 Looking forward to talking soon with @KatiePhang on @katiephangshow, tomorrow (Saturday) at 7:50am Eastern Time @msnbc, re my soon to appear Substack essay, _AI's Jurassic Park Moment_ https://t.co/jXZnzGb3qM

2022-12-09 21:46:53 @BobbyAlter There is no actual argument. It’s just noise.

2022-12-09 21:42:55 What I worry about the most, if I may be honest, is your qualifications for making important and consequential decisions around #AIEthics. https://t.co/tW1DJpZEaB

2022-12-09 20:00:40 Haha. But don’t think you or other folks would have enjoyed being part of the trap that was laid. Instead, be concerned about security around here, when fake yet seemingly verified Blue Badge Twitter employee w 75k followers can send authorization codes from same # as Twitter. https://t.co/FdQUTGydKl

2022-12-09 19:43:08 Some accidental ChatGPT comedy, via @vadimberman Be sure to click to see the whole thing

2022-12-09 19:37:16 First thing I see returning to Twitter https://t.co/rRAIDRkjvk

2022-12-08 21:04:55 RT @GaryMarcus: @blattnerma @Plinz Yes &

2022-12-08 21:04:15 @tsushil_thapa @ShizaCharania @ylecun not friends with people who repeatedly lie about me

2022-12-08 21:03:50 absolutely - the edge cases in open-ended chatbots are endless

2022-12-08 21:03:00 @info_sprinkles @ylecun sorry but lying is not cool

2022-12-08 21:02:51 RT @MMikeMMa: @pgolding @plibin @GaryMarcus Isn’t a concern that these models are striving towards “general” capabilities across many use c…

2022-12-08 19:52:42 RT @GaryMarcus: @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample scree…

2022-12-08 19:52:39 @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample screenshots below). @zdnet corrected you, because you lied. @kenneth0stanley corrected you yesterday re our algorithm. *why* are you lying about my credentials again? https://t.co/uG07u8sYsi

2022-12-08 19:27:20 RT @GaryMarcus: @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:25:54 @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:18:02 @wadhwa @Shrikantha5 AFAIK all LLMs are vulnerable to hallucination. The thing you sent was made by a different recent OpenAI model (not ChatGPT) one from @Shrikantha5 is indeed ChatGPT. General problem is very real! Ps: LLMs are stochastic &

2022-12-08 18:37:38 @MuhammedKambal Sure would like to know what was in the training corpus

2022-12-08 18:31:46 Eerily prescient paper from 2021: language models &

2022-12-08 18:12:21 @pwlot @jeblad @StolfiAlberto I got blocked (I believe) for doubting his claim that Austin would become the AI capital of the world. And if you read the thread carefully someone else brought the wiki to my attention. Something didn’t feel right tbh when he interviewed me in the MIT library.

2022-12-08 18:09:38 @__delas__ @Plinz Love it when Plinz publicly attacks me and I respond and then the fanboys pile on without reading the time stamps or understanding the chronology.

2022-12-08 17:44:14 @pwlot @jeblad @StolfiAlberto he's representing himself as an MIT research scientist, not as a Drexel PhD.

2022-12-08 17:27:49 @Tweetermeyer wow. not a great look, especially given how he styles himself.

2022-12-08 17:26:03 @pwlot @jeblad @StolfiAlberto *did* he graduate? from the answers I am getting, he taught some January classes, but was not on faculty.

2022-12-08 17:21:33 RT @ChloeSavignac: Excellent line-up

2022-12-08 16:36:51 I suspect that this is inaccurate, but am curious if anyone can confirm or deny it. https://t.co/qlDi5cyH9c https://t.co/myflXl9IAr

2022-12-08 15:28:07 RT @wadhwa: And I did not found "Telesoft Partners". As well, Google clearly says that I authored 5 books, not 3 I am beginning to agree w…

2022-12-08 13:00:00 CAFIAC FIX

2022-12-07 08:00:00 CAFIAC FIX

2022-12-07 08:00:00 CAFIAC FIX

2022-11-13 22:04:26 Can you preorder a book that hasn’t yet been written? https://t.co/gNHnj7brwm

2022-11-13 21:58:18 @karaswisher current AI techniques aren’t good enough to handle content moderation well, so they need a lot of humans.

2022-11-13 18:26:07 How is @elonmusk going to make Twitter an “accurate source of information” when he let his trust and safety team and his content moderators go?Magic? https://t.co/vFEySb1HYZ

2022-11-13 15:46:25 RT @cyberandy: 'Large language models are without equal at generating misinformation, but they suck at detecting it' @GaryMarcus also G str…

2022-11-13 01:07:11 I just put up $5,000 saying we won’t have global L5 driving w adequate safety data before 2030 and so far not one Tesla fan has joined Hotz in offering to take the other side.Y’all doubting Musk after two weeks of Twitter? What happened to your convictions? https://t.co/Pthsu5u0yb

2022-11-13 01:04:02 @cshirky Well, @realGeorgeHotz *is* betting that Lombard on a rainy night and Bombay in heavy traffic are all fine. That’s just what the bet is, global L5, not L4, disregarding regulatory issues but pending serous safety data. You are on my side, he isn’t.

2022-11-13 00:52:32 @cshirky It’s No now and no it shall remain for longer than many people think. I have been saying this since 2016… the criteria are clear: you don’t need a steering wheel or a driver and you can go where you want to go

2022-11-13 00:49:19 Great essay in ⁦@Analyticsindiam⁩ that ⁦@elonmusk⁩ would be well-advised to read. Cc ⁦@Jason⁩ https://t.co/LztkXaIj8S

2022-11-13 00:45:55 @Jess_Riedel a major city is not adequate for L5, since eg you can pick Phoenix w good weather and few pedestrians which is just a subset of the full problem. See eg https://t.co/azCUGUYUsr

2022-11-13 00:42:59 @cshirky No, that is not L5. There may be some cities like that, especially ones designed from scratch, but that’s not L5. And it won’t help eg in NYC.Certainly possible in principle to be safer than humans, fully automated, and it probably will happen, I just doubt it will be soon.

2022-11-13 00:02:24 @realGeorgeHotz @therishidesai @metaculus @MatthewJBar Great. Sounds like we basically agree on criteria. You donate 5k to Doctors Without Borders if we don’t have that analysis for global L5 by 31 December 2029

2022-11-12 23:52:51 @therishidesai @realGeorgeHotz @metaculus @MatthewJBar No that’s just more demos, and also restricted to US. True level 5 means you don’t need a steering wheel and the car takes you where you want to go around the globe (on conventional roads) without restriction. That’s how it is defined. Eg https://t.co/JwDecVBXic https://t.co/Pj3ucYjf5t

2022-11-12 23:47:07 Game on. Will we have L5 driverless cars by end of decade, around the globe? https://t.co/JfIhlLKNmm

2022-11-12 23:44:41 @realGeorgeHotz @metaculus @MatthewJBar Am willing to make a side bet on that part, too. Eg all of those mechanisms may be necessary but I predict that that they won’t be sufficient

2022-11-12 23:43:44 @realGeorgeHotz @metaculus @MatthewJBar Most commutes, around the globe, really?I am willing to bracket regulatory issues and pulled over vehicles if we can agree on a way to evaluate safety that is some kind of independent agency that has access to data.

2022-11-12 23:22:15 You want to put money on (safe as humans) L5 by end of decade? @metaculus @MatthewJBar https://t.co/W0wQMivMhe

2022-11-12 22:23:43 @ylecun @KordingLab @yudapearl @scac1041 @PhilDawid @pmddomingos @StephenPiment @AlexTensor @gopnik @stephensenn Maybe just asking for clarification for what you are claiming and what you the mechanism is.

2022-11-12 21:07:05 @ylecun - you still need some prior to organize that infinite data and decide how to generalize from it- the choice to minimize is an aesthetic choice, not a scientific one

2022-11-12 20:50:03 @AmanBitz @ErnestSDavis i sketched something here but it’s laborious to build: https://t.co/1N4qeEn6uH

2022-11-12 20:31:54 @pmddomingos @GhaffariMaani @KordingLab @ylecun @yudapearl @scac1041 @PhilDawid @StephenPiment @AlexTensor @gopnik @stephensenn that’s learning that the set of relevant cases is empty

2022-11-12 20:29:52 Trouble in BIG-Bench paradise?- @ErnestSDavis looks at 48 of the benchmarks within and finds problems with most: https://t.co/vwykkgWAMM- Many project AGI timelines based on performance on these benchmarks. If the benchmarks aren’t valid, consequent timelines are problematic

2022-11-12 20:26:28 @pmddomingos @GhaffariMaani @KordingLab @ylecun @yudapearl @scac1041 @PhilDawid @StephenPiment @AlexTensor @gopnik @stephensenn right, so you presuppose innately that there are symmetries and then learn which are relevant.

2022-11-12 20:13:24 @pmddomingos @ylecun @KordingLab @yudapearl @scac1041 @PhilDawid @StephenPiment @AlexTensor @gopnik @stephensenn not sure i follow why not

2022-11-12 20:12:41 @pmddomingos @GhaffariMaani @KordingLab @ylecun @yudapearl @scac1041 @PhilDawid @StephenPiment @AlexTensor @gopnik @stephensenn right, but in simple English, what’s the prior here?

2022-11-12 18:19:24 Remember when @realGeorgeHotz was hyping driverless cars?None of his new set of predictions will come to pass if we cannot constrain artificial agents to facts &

2022-11-12 15:41:36 @KevinIndrebo @ylecun @KordingLab @yudapearl @scac1041 @PhilDawid @pmddomingos @StephenPiment @AlexTensor @gopnik @stephensenn @davidchalmers42 Urge you to watch our debate, including my opening statement, and Chalmers’s question and his answer (“zero”). It’s on YouTube

2022-11-12 15:29:46 @ylecun @KordingLab @yudapearl @scac1041 @PhilDawid @pmddomingos @StephenPiment @AlexTensor @gopnik @stephensenn Ps @davidchalmers42 if you are keeping score that’s two more innate priors than he allowed for in our 2017 debate. Infinitely more than the zero he claimed then :)

2022-11-12 15:28:06 @ylecun @KordingLab @yudapearl @scac1041 @PhilDawid @pmddomingos @StephenPiment @AlexTensor @gopnik @stephensenn What’s the difference between an innate bias for equivariance over permutations and an innate apparatus for symbol-manipulating operations over variables?

2022-11-12 15:26:17 love it when @ylecun speaks up for innateness! https://t.co/Xsk3lNU4PY

2022-11-12 00:20:52 RT @phlu: Good heavens, here it is Kurt Vonnegut's One Hundredth Birthday. https://t.co/pp1zRBJOZy

2022-11-11 16:24:04 RT @brianbuccola: Can baboons do compositionality? That is, can they form compositional representations like "not blue"? In a new paper wit…

2022-11-11 12:02:13 RT @DrewLinsley: Check out our new paper, to appear at NeurIPS. We show that DNNs are becoming progressively *less* aligned with human perc…

2022-11-11 01:06:38 What’s the plural of “stable genius”?

2022-11-10 14:40:25 Weird recipes won’t kill us, but misinformation already has (eg by undermining vaccine programs). It’s no joke that LLMs can‘t handle the truth. https://t.co/2guFp5j05d

2022-11-10 13:54:45 @ruthaylett ick. my second try didn’t get labeled as toxic:on a quick inspection it mostly it just seems to look for curse words and stuff cc @vadimberman might enjoy testing this https://t.co/5vpRUKApXd

2022-11-10 12:54:31 RT @desai_pratik: "Large language models are without equal at generating misinformation, but they suck at detecting it." - Stakes are indee…

2022-11-10 02:05:30 @nachoarranz @elonmusk link in the full blog post

2022-11-10 02:04:38 @AmandaAskell justified. true.

2022-11-10 00:47:45 thread broke

2022-11-09 23:40:46 rest of thread: https://t.co/OXgoLqrzvd

2022-11-09 23:39:35 @Aella_Girl rational thinkers yes but also AI scientists who can think outside the box: https://t.co/OXgoLqrzvd

2022-11-09 22:38:12 RT @_SilkeHahn: "Misinformation travels faster on #Twitter right now than elsewhere—about 8 times faster than on Facebook—in part because t…

2022-11-09 22:33:04 @elonmusk https://t.co/XyOnq8qVtw

2022-11-09 22:29:30 5. You’re going to need something different, @elonmusk. Let’s talk. https://t.co/OXgoLqrzvd

2022-11-09 22:29:29 3. As the pace of machine-generated misinformation picks up, Twitter’s existing effort, Community Notes (aka Birdwatch), which is mostly done manually, by humans, is going to get left in the dust.

2022-11-09 22:29:26 2. The problem is about to get much, much worse. Knockoffs of GPT-3 are getting cheaper and cheaper, which means that the cost of generating misinformation is going to zero, and the quantity of misinformation is going to rise—probably exponentially.

2022-11-09 22:28:23 Bravo @ElonMusk for wanting Twitter to become the world’s “most accurate source of information”Here are 5 things to consider:1. Misinformation travels faster on Twitter right now than elsewhere—about 8 times faster than on Facebook.

2022-11-09 15:45:33 RT @Reuters: Russia orders troops to withdraw from the occupied Ukrainian city of Kherson and take up defensive lines on the opposite bank…

2022-11-09 15:43:14 @MadamePratolung @cfchabris @partygrrrl65 i have mentioned this work several times, eg in a tweet to Musk in last several days, and link to an update on it in my next substack essay, which will be about misinformation.

2022-11-09 15:33:43 Think your LLM can just make up recipes? Think again!It’ll look like a recipe, but taste lousy. Misinformation for the stomach! https://t.co/EnPeENWA2B

2022-11-09 12:08:35 RT @eugemallol: “Lo que veo es básicamente una forma de gastar un montón de energía en California”, dice Chomsky. Y apostilla el profesor d…

2022-11-09 02:25:31 @sleepinyourhat @Anthropic @nlpnyc @TonyZador along lines of what you were suggesting

2022-11-09 02:24:27 @sleepinyourhat @Anthropic @nlpnyc link? i don’t think i saw the calibration thing.

2022-11-09 02:20:02 @sleepinyourhat @Anthropic @nlpnyc i honestly don’t think scaling is going to help much at all with this particular problem. but… more importantly can you discuss what else aside from scaling is being considered?

2022-11-08 22:14:22 @TonyZador put that differently, on the theory of relativity, you seemingly would have accepted literally any answer from 0% to 100% confident (numerically or verbally) as “correct”. completely and utterly unfalsifiable, because it is a report that refers to something that doesn’t exist.

2022-11-08 22:12:48 @TonyZador you are making an anthropomorphic error in assuming it has its own confidence that it is relating to you.

2022-11-08 22:11:07 @TonyZador yes they are very lossy

2022-11-08 22:05:36 @TonyZador read carefully

2022-11-08 22:00:53 @TonyZador alas, the only thing they might have confidence around is the predictions of sequence of words, not likelihoods of underlying facts.they are not like us, and you have to stop thinking about them as if they are. (they are more like Markov Chains than they are like people.)

2022-11-08 21:37:56 @BethCarey12 @doRadiology we don’t really have words to describe systems that alien to how humans work

2022-11-08 21:34:34 most people working with LLMs seem to think that they can achieve truthfulness either through scaling (eg @anthropic.ai’s approach if I am not mistaken) or changing the objective function (eg as @nlpnyc suggested earlier). as indicated, I don’t expect these approaches to work. https://t.co/qKpfINwTNt

2022-11-08 20:57:46 Meanwhile, over on Mastodon, thoughts on language, truth, and large language models that are slightly too long to express in <

2022-11-08 19:21:33 RT @BDehbozorgi83: I was watching the debate btw. Profs. #Chomsky &

2022-11-08 19:21:23 Sex is good but… https://t.co/UnFHoAofWF

2022-11-08 18:59:17 If you don’t understand this, you don’t understand LLMs.Most people don’t. https://t.co/WoA8TDAijx

2022-11-08 18:19:19 yes - they can’t verify truth relative to databases https://t.co/8B3TjplYfA

2022-11-08 18:18:46 An LLM trained strictly on truth will still confabulate, because the LLM that is trained on truthful things will break the bindings in what is saw, in the interpolation process, and continue to fabricate. https://t.co/DHFqoxRvrH

2022-11-08 18:10:53 @NaveenGRao even then it is a deliberate attempt relative to an internal model. making an truthful human is a different project (eg involving incentives and values) than making an LLM truthful (not possible because it can’t restrict itself to that which is derivable from ground truth).

2022-11-08 18:01:54 @Abel_TorresM @glupyan @davidberreby it’s a very behaviorist perspective for a cognitive scientist like @glupyan to take, focusing on behavior without paying attention to underlying mechanism

2022-11-08 18:00:56 @nlpnyc i see no reason to expect more than marginal change, either from empirical work on TruthfulQA or an understanding of the underlying mechanism. @OwainEvans_UK has a nice article on this @lesswrong

2022-11-08 17:58:59 @NaveenGRao not the last part. humans can at least try to verify. LLMs don’t try and don’t have the concept of truth. it’s really not the same at the cognitive level.

2022-11-08 17:38:45 @Abebab and eg- they might also counsel foolish actions that they don’t understand- or lead people to fall in love with them and then later feel abandoned, because LLMs don’t actually understand dynamics of human relationshipsetc

2022-11-08 17:34:20 @glupyan @davidberreby . do you seriously believe the fact that some people are ignorant about astronomy puts GPT-3 (which builds no explicit models of the world) on a par with people (who do their best to construct models of the world)?

2022-11-08 16:29:24 LLMs don’t lie, per se. But you should *never* trust blindly in what they write

2022-11-07 20:24:02 had no idea that Barcelona was already half way to #neurosymbolic #AI! recursion for sale in shop windows! https://t.co/hVdl8v9xam

2022-11-07 19:52:48 RT @esenktutuncu: It was a real pleasure starting the day with a great talk by @GaryMarcus on AGI, foundation models and how symbolic under…

2022-11-07 11:44:43 RT @EvelinaLeivada: AI, big data, deep learning, language and cognition. A fantastic talk by @GaryMarcus at @UPFBarcelona! https://t.co/4Bf

2022-11-07 06:47:39 can anyone connect me to @mcuban to discuss with him how to use AI to fight disinformation at scale?

2022-11-07 06:45:45 @mcuban to make social media more accurate, we need AI to do it at scale, but we need a new approach, which i am working on. current situation: https://t.co/Ouo3vHOmc5

2022-11-07 02:08:01 @elonmusk @alex_avoigt https://t.co/7Es9Nk5ghr

2022-11-07 01:56:55 @ESYudkowsky i get some credit for calling out @sama on his “AGI is going to be wild” tweet on DALL-E moments after it went out. All kinds of people dumped on me for saying it, too.

2022-11-07 01:52:07 RT @plibin: This is right. We need a new infrastructure for truth and a serious effort to build one has to grapple with the fact that techn…

2022-11-07 01:36:34 @ismashrobots https://t.co/7Es9Nk5ghr

2022-11-07 01:36:19 @elonmusk https://t.co/7Es9Nk5ghr

2022-11-07 01:34:19 if you are serious @elonmusk about trying to make Twitter the most accurate source of information, we should talk. And you need to start by understanding the core technical issue: https://t.co/QkdRpFpcMZ https://t.co/1P9WBH6K2O

2022-11-07 01:10:38 and if anyone wants to help me with AI for misinformation detection, eg with funding or research, please DM https://t.co/O5GhKfBWfm

2022-11-07 01:08:15 @elonmusk i am working on AI to help with that. DM.

2022-11-07 00:18:07 Sure, they canceled Westworld. But why the f$&

2022-11-06 23:57:38 @marktenenholtz there was a GPT-3 imitation of me for a while…

2022-11-06 23:22:31 sorry but no. if you ban them, you don’t get the 8 bucks a month. and you no longer get to play the unfettered free speech card any more, either. https://t.co/oWdJirgRsc

2022-11-06 23:10:53 Looks like someone’s feelings were hurt https://t.co/zGzrr7ahDW

2022-11-06 22:21:23 hey @ylecun check this out and maybe see you sometime, over at Mastodon. https://t.co/WOBcyHoeNk https://t.co/vaFpZUfyAq

2022-11-06 22:08:02 same. @garymarcus@sigmoid.social, some interesting AI peeps already gathering at Mastodon include @fhuszar @MelMitchell1 @alexhanna @emilymbender @gradientpub @raphaelmilliere @mark_riedl @dpkingma &

2022-11-06 10:57:10 barcelona bound! https://t.co/z014XgyRzU

2022-11-05 01:29:51 @sir_deenicus @KordingLab @TonyZador it is (roughly) autocomplete w interpolation, in the sense that it is frequency sensitive as @yasaman_razeghi and @sameer_ have shown. I don’t know if they have tried with prompt engineering but I would be surprised if the prompt fully solved the problem.

2022-11-04 18:47:14 RT @quaesita: "GPT is autocomplete on steroids but it gives the illusion that it's more than that."-@GaryMarcus, chatting with Noam Choms…

2022-11-04 14:39:09 RT @jeremyakahn: Will be interviewing Noam Chomsky and @GaryMarcus on “Debunking the AI Lie” on the centre stage @WebSummit at 4:15 pm Lisb…

2022-11-04 13:29:50 chatting with Noam Chomsky at 4:15pm lisbon time/9:15 am pacific timelive stream (free) at https://t.co/vQcEjAQCtg

2022-11-03 19:23:46 Data in ->

2022-11-03 16:46:22 RT @jeremyakahn: Those interested in watching the livestream of my conversation on "Debunking the AI Lie" with Noam Chomsky and @GaryMarcus…

2022-11-02 22:55:53 Stunning reminder of how much we don’t know about current AI systems. https://t.co/ExTIUkqppz

2022-11-01 23:00:41 RT @MaartenSap: Have you ever wondered whether large neural networks like GPT3 acquireTheory-of-Mind-like abilities? And whether they cou…

2022-11-01 20:15:57 @TonyZador it's amazing. but is it robust? across what range of problems, assumptions etc?

2022-10-31 22:46:20 @titudeadjust @Popehat @yudapearl @kahneman_daniel @R_Thaler tell @popehat he oughta unblock me

2022-10-31 19:05:42 If large language models can’t help lie about arithmetic, even after terabytes of text, why does on earth does any one expect them to tell the truth about anything else? https://t.co/Wa392eCf6f

2022-10-31 18:08:04 @fhuszar three claims that I made in 2001 that I stand by:- universally quantified one-to-one mappings are important for cognition- challenges in distribution shift make those problems hard for many naive neural nets- integrating operations over variables with learning is vital

2022-10-31 18:05:06 RT @GaryMarcus: @fhuszar i do think it is a fundamental reflection of the problems in doing extra-distribution shift in a system that lacks…

2022-10-31 17:59:04 @fhuszar i do think it is a fundamental reflection of the problems in doing extra-distribution shift in a system that lacks operations over variables—exactly as anticipated in Chapters 2 and 3 of The Algebraic Mind, two decades ago.

2022-10-31 14:20:46 @AnimaAnandkumar @rmichaelalvarez @Caltech incredibly important problem

2022-10-31 13:48:49 RT @GaryMarcus: @fhuszar skeptical. everything i have seen on the “emergent” side seems too tied to data idiosyncrasy, with problems of dis…

2022-10-31 13:43:08 @fhuszar skeptical. everything i have seen on the “emergent” side seems too tied to data idiosyncrasy, with problems of distribution shift, never at the level of abstraction required for a robust understanding of time, space, or causality. even multi-digit arithmetic is unreliable.

2022-10-30 18:28:18 AI Intelligence Elon Musk: “Twitter obviously cannot become a free-for-all hellscape.”Also Elon Musk: https://t.co/sRkeYww7ve

2022-10-30 13:44:12 quietly growing, and poised to change everything. https://t.co/9847MKRfDz

2022-10-30 01:02:04 RT @foysavas: Finally read https://t.co/iZIUUNGKbR by @GaryMarcus and Ernest Davis and it's a greatly accessible critique of contemporary A…

2022-10-29 19:45:43 AI fads come and go (anyone remember expert systems? SVMs?) Here’s are three ways that Scaling Maximalism, theory du jour, might end.https://t.co/jSFOVZQQ10

2022-10-29 14:29:57 and of course the thing to read on causality, in addition to what we say, is @yudapearl’s The Book of Why.And yes Kant was there long before we were :)

2022-10-29 14:27:38 actually “our suggestion”

2022-10-29 14:22:52 My suggestion for what AI needs, 2019. Nothing has changed. https://t.co/8aHX6Gd3HT

2022-10-29 13:48:21 RT @AlisonBLowndes: Looking forward to this @GaryMarcus. Tune in all, 4.15pm UK (Lisbon) Nov 4: https://t.co/RnuXORRmPC

2022-10-29 13:39:15 @LauraRuis @Isinlor I am less sanguine. I wouldn’t be surprised to see improvements on this or that benchmark, but pragmatics fundamentally requires reasoning about models of the world (eg other’s beliefs), and I see no reason to think that LLMs their own can reliably construct such things.

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-10-19 04:19:03 RT @smjain: @GaryMarcus @ASteckley @ylecun Science only progresses via questioning . Always start from a position of doubt

2022-10-19 04:07:32 RT @GaryMarcus: @ASteckley @ylecun in philosophy, it is ok to ask people to clarify

2022-10-19 03:57:15 @ASteckley @ylecun in philosophy, it is ok to ask people to clarify

2022-10-19 03:56:16 @ASteckley @ylecun i pushed hard to understand his position on symbols recently, even after i was irritated because he had lied about my credentials, because i genuinely wanted to understand his position

2022-10-19 03:53:25 @ASteckley @ylecun I am not begrudging him his right to change his mind, of course. but the circumstances around his reaction to my 2018 article are hard to swallow.

2022-10-19 03:50:35 @ASteckley @ylecun he claims not to have changed his position: https://t.co/rpvFTx609B

2022-10-19 03:48:36 @ASteckley @ylecun from twitter advanced search i only see him using the term pejoratively, eg https://t.co/CKdhUumQxZ

2022-10-19 03:39:31 @ASteckley @ylecun absolutely

2022-10-19 03:37:05 @ASteckley @ylecun i have never deliberately done this

2022-10-19 03:35:36 @ASteckley @ylecun many people have offered to host and I agree that there would be value in a properly moderated debate.

2022-10-19 02:55:27 RT @TonyZador: Bees can learn complex tasks from other bees!

2022-10-19 01:22:11 @Jake_Browning00 @cameronjbuckner @ylecun @davidchalmers42 @NoemaMag 1. is there any specific reason to think it might work, without tacitly relying on symbol-manipulation?2. still sounds like planning not reflection and I am wondering if you have anything behind planning in mind.

2022-10-19 01:06:32 if you want to understand what makes driverless cars hard, follow @warren_craddock. https://t.co/tTw0EEnd6d

2022-10-19 01:01:23 @Jake_Browning00 @cameronjbuckner @ylecun @davidchalmers42 @NoemaMag even if we grant that that his aspiration- not clear that it can work - not clear what these states are if not symbols nor how they evaluated, nor how you cycle through them w/o variable binding- overall proposal sounds more like planning than reflection to me

2022-10-19 00:26:41 @Jake_Browning00 @cameronjbuckner @ylecun @davidchalmers42 @NoemaMag i am asking you for what you think the alternative is and why you think your title warrants the term “reflection”

2022-10-18 23:44:57 RT @Alber_RomGar: There's a debate on AI writing tools on Twitter right now. As an AI writer, I want to give my 2 cents.Here's my hot tak…

2022-10-18 23:20:42 @Jake_Browning00 @cameronjbuckner @ylecun @davidchalmers42 @NoemaMag that said, it may rest in part on what means by reflection …eg does it involve reasoning about one’s past and future actions?

2022-10-18 23:18:50 @Jake_Browning00 @cameronjbuckner @ylecun @davidchalmers42 @NoemaMag how are you going to represent propositional attitudes otherwise? (i don’t think i have written about it explicitly but have a related passage in a paper I am working on.)

2022-10-18 22:44:06 @ylecun @armchair_prof you do not. never seen you do it. you were wrong to call my 2018 paper “mostly wrong”, even though you have yourself recently endorsed essentially all the claims i made there. you also lied about my credentials. ZDNet had to publish a correction. you never apologized.

2022-10-18 22:39:31 Grow up. If you are going to make a lot of strong statements and insult other people’s ideas, people have right to ask what it is that you are saying, and to ask for clarification. https://t.co/q0BNvxuiba

2022-10-18 14:02:02 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag if you add all that, you are more nativist than if you don’t. you want a world in which you can be both a nativist and empiricist. that’s why most of us use terms like “innately guided learning” literally nobody thinks there is no learning or nothing innate.

2022-10-18 13:57:36 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag &

2022-10-18 13:54:29 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag but 1. you are assuming your conclusion - empiricists will of course be happy if they can get everything they need for free. but can they? they have failed on out of distribution abstraction and lack imagination in the sense of being able to think through counterfactuals etc &

2022-10-18 13:51:34 @cameronjbuckner @pwlot @rgblong @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag i know the paper. i always used the term to refer to “unlearned” machinery and not eg cross cultural universal (which sometimes is unlearned sometime not)empiricist is similarly used in multiple senses, as we saw yesterday

2022-10-18 13:49:41 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag also his most nativist work. 1. stands in contrast to all his more empiricist work that lacks duals routes and decried them (eg all his past tense stuff)and2. contrasts with vast preponderance of more empiricist current ML which lacks machinery for explicit memory

2022-10-18 13:45:03 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag good! then you can rewrite all your claims like these

2022-10-18 04:04:14 # of people liking this optimistic tweet: 980# liking the caveat that “Results are mildly cherry-picked: It isn't hard to stump it or make it hallucinate answers”: 54 https://t.co/HfiGda9Rwf

2022-10-17 23:17:58 @rgblong @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag if you can’t even connect your terms with current debates Lecun/Browning and i are having (which i do think is substantive), your terms aren’t very useful, nor tied to what is actually at stake.

2022-10-17 22:43:52 the opening paragraphs of this include a stunning bit of parenting https://t.co/jA6ol70Fwt

2022-10-17 22:21:07 science fiction in 2017, science fiction in 2022. https://t.co/8I1RlhizJd

2022-10-17 21:08:39 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag i am not seeing anything useful here that would eg help classify proposals or make predictions about them etc , since you are basically weakening the terms such that anything (even innate priors) counts as empiricism.

2022-10-17 21:07:01 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag spelke’s core knowledge is about as nativist as any actual proposal in developmental psychology. if you count her as an empiricist, you should count me as well. your way of rephrasing stuff is so loose it groups literally every proposal together except maybe Chomsky LAD.

2022-10-17 21:03:43 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag episodic memory surely requires representations, ergo the DeepMind passage is nativist, under your own definitions.

2022-10-17 21:00:56 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag and how can you call something that endorses installing high level prior knowledge “empiricist” (in the sense of that word that contrasts with nativist)? isn’t that the very definition of nativism?

2022-10-17 20:58:16 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag where do you draw the line on “minimal hand engineering”? where is the substance to the claim? is machinery for and representation formats for episodic memory “minimal hand engineer”? how about representational formats/machinery for symbols? how about representing space?

2022-10-17 20:42:36 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag i don’t even know what it means for the mind to be “tabula rasa” if you have that much prior structure. Am I actually an empiricist in your sense?

2022-10-17 20:40:58 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag i don’t think that the position your defending has anything to do with what Elman, Bates, Smith, Sutton, etc actually advocate for. Give me some names and quotes from people in the last 50 years, who are “empiricists” that endorse that level of (domain-general) innate structure.

2022-10-17 20:28:18 @cameronjbuckner @Jake_Browning00 @ylecun @davidchalmers42 @NoemaMag which empiricists are you talking about? if you have a whole bunch of detailed cognitive architecture prior to learning, that sounds like nativism to me.

2022-10-17 19:40:34 @pmddomingos @AllenInstitute if i had a nickel for every time some one argued for neural networks on the basis that symbols are (allegedly) not biologically plausible …

2022-10-17 16:55:26 @manlius84 @KordingLab @PessoaBrain @anilkseth @WiringTheBrain @ricard_sole @AFornito @MauCorbetta @spornslab @laurahelmuth yep it is a surprising error

2022-10-08 13:54:42 RT @GaryMarcus: @pmddomingos for all X, such that X is a book, if an LLM L read X, L would have no clue.

2022-10-08 13:51:00 @UlrichJunker hmm i think they have been ok at this, but interesting question.

2022-10-08 04:14:32 this thread is fire. https://t.co/wQ3uOvChJy

2022-10-08 04:13:59 @ylecun @amcafee too much to ask for you to recognize that the same considerations might apply to other long term avenues that might be worth exploring yet hard to fund given those constraints?

2022-10-07 21:32:51 @Grady_Booch indeed, we made this point explicitly in Rebooting AI, 3 years ago. little has changed.

2022-10-07 21:30:58 @DrSueSchneider you are kind of overlooking the differing innate contributions. it’s not just the data, it’s the starting place, too.

2022-10-07 21:28:40 @pmddomingos for all X, such that X is a book, if an LLM L read X, L would have no clue.

2022-10-07 20:58:46 @AmandaAskell agree w @AmandaAskell there is an important middle ground, call it near-term forseeable/plausible, that deserves real attention, that isn’t yet “in development” in the sense of being coded, in testing stage etc eg perhaps @sleepinyourhat’s example of personalized propaganda bot

2022-10-07 18:28:22 @tetraduzione @alirahimi0 @wellingmax would love your thoughts on this

2022-10-07 18:18:38 if you aren’t concerned, you aren’t paying attention. source ⁦@sleepinyourhat⁩, https://t.co/EcJlTafY33 https://t.co/ZpVs6hOpQ1

2022-10-07 18:05:56 @sleepinyourhat Glad to see you do this. I have some disagreements w you here (eg negation is far from solved), but this quote at the crux is 100% right: “Pretty much every bad outcome we’re seeing from present-day NLP (and related technologies) could get a lot bigger and a lot worse.”

2022-10-07 18:04:23 “Pretty much every bad outcome we’re seeing from present-day NLP (and related technologies) could get a lot bigger and a lot worse.” – Sam Bowman https://t.co/99p36iPlPf

2022-10-07 16:28:47 @yudapearl (think it is far from trivial

2022-10-07 16:23:48 RT @danfalk: Has #AI been over-reliant on deep learning? I spoke with @GaryMarcus for @undarkmag about the inherent limitations of deep lea…

2022-10-07 14:51:00 Virtually every important question in AI revolves around the scope and limits of generalization—yet there is little consensus about what generalization even means or how to test it. Check out @_dieuwke et al’s new synthesis, @genbench, to get some much-needed clarity. https://t.co/OVI4IaMvRe

2022-10-07 14:24:27 both humiliating and fair https://t.co/JayPbtjyBd

2022-10-07 14:13:34 RT @EthanVPorter: Fact-checks work--they reduce belief in misinformation. This is true in the U.S. and around the world. Today in @washingt…

2022-10-07 06:32:07 ain’t saying that another AI winter is coming, but numbers like these in @chafkin’s cover story @bw are startling. https://t.co/1LXvKkxVeY

2022-10-07 00:32:09 @warren_craddock @BW and also the key limits. but i fully agree those nuances are where the critical questions lie

2022-10-07 00:31:13 @warren_craddock @yasaman_razeghi @guyvdb definitely DL is more than memorization

2022-10-07 00:22:02 @warren_craddock this concise popularization doesn’t capture the more nuanced view i always express when given space, re training distribution

2022-10-07 00:20:55 @warren_craddock this is too coarse: see distinction above

2022-10-06 13:33:23 @sucholutsky @todd_gureckis @ylecun my commitment is to the fact the symbol manipulation is a necessary but not sufficient part of general intelligence. @todd_gureckis’s post is suggesting new ways in which that part of the contribution to general intelligence might be discovered.

2022-10-06 13:30:08 @KordingLab @tiagopeixoto @yudapearl @pmddomingos @StephenPiment @ylecun @aminkarbasi @AlexTensor the capacity for meta learning itself might have an innate basis, that most animals likely lack

2022-10-06 13:29:26 @pmddomingos @yudapearl @AlexTensor @StephenPiment @ylecun @aminkarbasi @KordingLab this is completely arbitrary. you don’t actually know the number, and you don’t have a trade #off curve for eg .75x vs 1.25x (on any metric). would human brain development work better or worse if we has 75% of the genes we have?as simple as possible doesn’t entail tiny

2022-10-06 13:22:59 RT @tomg_: Pour aller plus loin que le machine learning "Rebooting AI: le livre indispensable pour repenser l’intelligence artificielle" pa…

2022-10-06 06:13:29 @pmddomingos @yudapearl @AlexTensor @StephenPiment @ylecun @aminkarbasi @KordingLab why is it to essential to reduce it to say 5 things rather than 8? what is the argument that a slightly smaller list is more likely to succeed than a slightly larger list? and what system, ever, has induced causality?

2022-10-05 14:41:48 RT @GeorgiaChal: Read a comprehensive collection of expert opinions on ⁦@TeslaAIBot⁩ by ⁦@IEEESpectrum⁩. Thank you ⁦@BotJunkie⁩ for also fe…

2022-10-05 01:12:31 @frankcarey same thing w medical advice, therapy etc. fine for surrealist prose, tho

2022-10-05 00:54:39 @frankcarey if you show me 90 examples of a driverless car making a good left and the 10 other times it crashes, you have a demo rather than a solution

2022-10-05 00:53:38 @frankcarey and they aren’t one-off

2022-10-05 00:51:47 @frankcarey it’s not reliable. the prompt took a few minutes to break. in anything that can change profoundly change someone’s life we need some measure of reliability, and this approach doesn’t have it (eg in robustness across prompts)

2022-10-04 23:55:34 RT @sapinker: The shallowness of DeepFakes &

2022-10-04 23:33:53 @pmddomingos @yudapearl @StephenPiment @ylecun @aminkarbasi @AlexTensor @KordingLab some of the symbolic reasoning will be about (hypothesized and sometimes underdifferentiated) causal relationships.

2022-10-04 23:26:32 @pmddomingos @yudapearl @StephenPiment @ylecun @aminkarbasi @AlexTensor @KordingLab and the neural net can massively mess up the counterfactuals, or decide that mixing cranberry juice and grape juice will kill you if the word “die” is correlated in some corpus with the phrase “very thirsty”. medical advice from an acausal LLM would be a disaster. https://t.co/svGp44lk2S

2022-10-04 21:41:45 great thread! I agree both there is a ton of progress and that we need to reflect on it deeply—even though I doubt the progress has much to do with AGI per se. All of these things can be true at once. https://t.co/c8WqEFhxzN

2022-10-04 21:40:10 @Alber_RomGar @TaliaRinger awesome quote from @TaliaRinger!

2022-10-04 21:36:59 RT @TaliaRinger: I really think it takes a certain kind of echo chamber to view the AI progress in the last 5-10 years as being indicative…

2022-10-04 21:33:26 @Jaber_Hassoun @AmandaAskell why?

2022-10-04 15:25:11 https://t.co/4M3XW5vpF7

2022-10-04 13:17:21 @pmddomingos @StephenPiment @ylecun @aminkarbasi @AlexTensor @KordingLab @yudapearl how will you physical and psychological reasoning without it?

2022-10-04 13:16:34 @pmddomingos @yudapearl @ylecun @aminkarbasi @AlexTensor @KordingLab if your inductive bias includes logic, things definitely become more interesting

2022-10-01 04:23:36 can’t buy me AGlno, no, no, noI don't care too much for money Money can't buy me AGI

2022-10-01 04:14:26 ooh what i would give to debate Elon Musk on scaling maximalism.

2022-10-01 03:56:38 . @elonmusk argues that since @tesla (supposedly) has the most data and most compute, it follows they will necessarily will contribute to artificial general intelligence.i disagree w this logic: building biggest model isn’t inherently a contribution to the innovations we need

2022-10-01 03:38:54 @rachelpurpel also on four hours notice? insane

2022-10-01 03:38:24 @simicvm @verge @animesh_garg @Ken_Goldberg

2022-10-01 03:36:49 brutal https://t.co/0EYnspFSZ3

2022-10-01 03:28:58 @animesh_garg @frossi_t @verge certainly there was nothing compelling about navigation, and almost nothing at all about cognition.

2022-10-01 03:27:55 https://t.co/RMekj7qBb5

2022-10-01 03:21:45 trick question? https://t.co/mYar2lfpgj

2022-10-01 03:19:48 @frossi_t @cwty exactly

2022-10-01 03:16:45 . @cwty is on https://t.co/eBJ37MjOIN

2022-10-01 03:08:01 best mesh networks alternatives to Eero? i just got notice that they are stopping security upgrades to some of my devices … in 4 hours.are you ####ing kidding?

2022-10-01 02:55:03 @mark_riedl @Ken_Goldberg @elonmusk had same thought

2022-10-01 02:52:48 @tpgoebel you can’t build a humanoid domestic robot that you can trust without making some progress towards AGI. it just won’t be safe.

2022-10-01 02:46:52 your prior on how soon AGI will come, updated after tonight’s presentation

2022-10-01 02:35:45 @filippie509 cool. i turned it off too soon.

2022-10-01 02:24:28 this aged pretty well https://t.co/gxXuR0gD5A

2022-10-01 02:15:50 https://t.co/bW8otC0RM5

2022-10-01 02:11:49 shame on @verge for repeating this as truth without asking anyone else in the field of robotics for comment. https://t.co/qNHxsQx6UE

2022-10-01 02:09:01 concur with @cwty

2022-09-29 11:32:43 @wellingmax @maxwelling i specified above what i believe that the debate was actually about: whether or not it was healthy for the ML to engage in work outside its mainstream that challenges core assumptions that have not been proven.

2022-09-29 11:30:55 @wellingmax @maxwelling yes, max,. i am sure the talk was terrific (I trust your judgement and like your own work in the area) but your characterization of the debate missed the point of the debate.

2022-09-29 02:54:34 @douglas_eck @JFPuget @ylecun could be worse, I suppose, than to be compared to Socrates https://t.co/ez8jsU1mPV, who pointed out that “the cost to society of silencing individuals who were irritating could be very high”

2022-09-29 01:57:06 5 reasons @tesla's Optimus Announcement may turn out to be a dud. https://t.co/vAgI3w8coB

2022-09-28 22:44:34 @JFPuget @ylecun this is BS. i shared links to a wealth of other researchers and couldn’t get you or yann or *any* of the Ml community to engage with any of them, even where results were decisively stronger than DL for certain problems.that’s what the whole debate was about.

2022-09-28 22:02:35 @JFPuget @_NicT_ @ylecun @JanelleCShane not going to get in a fight with Domingos who has undoubtedly done lots of important work, but i have peer review articles in Science, Nature, and leading journals in half a dozen different fields, myself, as well 6 books and monographs etc spanning psychology, AI, biology etc.

2022-09-28 21:59:29 RT @Grady_Booch: @MelMitchell1 @AndrewLampinen @math_dandy @GaryMarcus It's clear (to some of us) that DL methods alone won't scale.

2022-09-28 21:58:01 no question that a moderated debate would allow more depth than twitter. the 2017 debate moderated by @davidchalmers42 revealed real differences on innateness as well as important points of agreement.twitter’s brevity and virtue signaling won’t ever substitute for that. https://t.co/iECEXYYjrz

2022-09-28 21:45:28 @wellingmax @ylecun https://t.co/fBUELlKymJ

2022-09-28 21:44:53 @MelMitchell1 @AndrewLampinen @math_dandy would *anyone* disagree with that?

2022-09-28 21:40:04 @omaruddin @maxwelling oops @wellingmax

2022-09-28 21:22:00 Even the very bright @maxwelling has missed the point. The real debate is about whether the AI community should engage in the fast growing neurosymbolic literature (to which I gave numerous pointers). Or should we turn our back, because those in power don’t wish to engage? https://t.co/8iKWX62xoH

2022-09-28 21:18:54 @AndrewLampinen @MelMitchell1 @math_dandy yes that would be a disappointment, and that noisy, nuanced and complex world is why I gravitate to something like neurosymbolic rather than pure GOFAI (or for that matter pure deep learning which is not great around context or nuance).

2022-09-28 20:18:55 if you want to use a commercial service for AI, where do you head first?

2022-09-28 20:02:44 RT @khulick: It was great hearing from @GaryMarcus today about #AGI “predicting statistical words has nothing to do with concepts of the wo…

2022-09-28 20:02:12 @DanRodricks as a former guest one one of your shows, i can’t be there in person but would love to see a recorded performance!

2022-09-28 20:00:16 @pwlot @OpenAI they also put out whisper. i live in hope that they will return to their name.

2022-09-28 19:36:08 @openAI is getting more open again

2022-09-28 16:23:32 @Tom14985282 @slatestarcodex see my bet with elon musk at https://t.co/8ir1xKenr6 and tell me how you would change it

2022-09-28 14:18:50 RT @neuromatch: Scholars in all disciplines &

2022-09-28 12:45:36 RT @NoemaMag: How do we get to AI that is safe, trustworthy &

2022-09-28 04:22:13 @davidchalmers42 and in a related vein:https://t.co/JTgYtV8JTk

2022-09-25 17:03:34 @NickRMorgan @fchollet @TristanThrush @candacerossio Many are, @fchollet is not, consistently a cut above. I have great respect for him, even though in this instance he is a bit off.

2022-09-25 16:49:20 @ihorgowda @AoDespair Greatest honor of my twitter life. @aodespair’s Homicide: Life on The Streets is one of my 10 favorite books of all time! To say nothing of H:LOTS and The Wire. And yes it is true that we both revel in speaking truth to power.

2022-09-25 16:36:43 What I am thinking about as I write today’s essay https://t.co/LjPnV3wJDX

2022-09-25 16:35:06 @jbondc @MetaAI @ylecun then why has spent 2022 giving interviews and writing papers about not-yet implemented theoretical ideas? that’s having it both ways.people—not just him—should be allowed to do both. it is the height of hypocrisy and abuse of power to do as he has done.

2022-09-25 16:13:52 RT @SchwabeHenning: @ylecun ‘s unfair attack is tragic b/c it will help DL maximalist to dismiss his critique - he should have allied with…

2022-09-25 16:13:22 @hughes_meister some aspects need to be learned. the mere existence of space and time and how to reason over them probably ought to be baked in. without that, learning is grossly inefficient. (convolution does build in one aspect of space, and that’s why it works so well)

2022-09-25 16:09:20 @jasonbaldridge @fchollet please test @TristanThrush and @candacerossio ’s Winoground and publicly disclose the results

2022-09-25 15:43:59 No, @fchollet, these models are *not* compositional in the sense that linguists discuss.They consistently fail on tasks like @TristanThrush and @candacerossio’s Winoground. See also my substack (Horse Rides Astronaut &

2022-09-25 15:38:11 if anyone could introduce me to Liz Cheney’s staff please let me know https://t.co/07fojw6uOI

2022-09-25 15:36:20 @danielmalmer top of my list of people to reach out to

2022-09-25 15:09:16 @ProfNoahGian @sinanaral @noUpside @katestarbird yep

2022-09-25 15:03:49 @taamfp @Twitter @SchmidhuberAI thanks

2022-09-25 15:02:38 @Dataprogr @ylecun his “global insight” in the ZDNet interview consisted primarily of regurgitating the key points in my 2018 article deep learning: a critical appraisal (which he once called “mostly wrong”).

2022-09-25 14:43:47 @taamfp @Twitter no although i will include that as well. what i remember was a side by side comparison. half looked like this, half was from @SchmidhuberAI, highlighting the parallels. I could reconstruct it but would prefer the original tweet/pair of images https://t.co/q5E3ACLphx

2022-09-25 14:35:47 Hey @twitter please extend Twitter Advanced Search to a user’s own Likes. I want to find something I liked in July, and because I like a lot of stuff there is no efficient way to do it.Easy feature to add, would be very useful.

2022-09-25 14:26:50 @Zergylord @ulusdd @ZDNET @TiernanRayTech @ylecun yes (elaborated in a *book* that was peer reviewed by MIT press, The Algebraic Mind)

2022-09-25 14:24:06 @Zergylord @ulusdd @ZDNET @TiernanRayTech @ylecun of course lecun stacked the deck. the most important peer-reviewed contribution was an analysis of neural networks that happened to be published in a psychology journal, anticipating all the problems with distribution shift for reasoning and language that are prevalent now.

2022-09-25 14:15:53 @ulusdd @Zergylord @ZDNET @TiernanRayTech @ylecun i will put some of them in an essay i am writing this morning. or go se the correction Zdnet issued if you are impatient.

2022-09-25 14:14:07 anybody have handy the comparison tweet between LeCun’s recent manifesto and @SchmidhuberAI’s early work, side by side figure if the 2 ? i need the tweet for something i am writing.

2022-09-25 14:00:58 @hughes_meister true, but the deeper problem is the lack of explicit world models. adding video doesn’t immediately solve that

2022-09-25 04:59:43 thread in which @Grady_Booch and I articulate a rare disagreement we have with @fchollet. https://t.co/MJnYTQ6ZLs

2022-09-25 04:43:16 @fchollet no, it’s the difference between having an explicit functional model and working purely in an image space that is correlated with labels.

2022-09-25 04:42:04 @fchollet i wrote some about this last week, with further examples: https://t.co/1xciYldIVi

2022-09-25 04:36:35 RT @timnitGebru: From 2018: https://t.co/yYVHdDp2zP"When Artificial Intelligence works as intended, Silicon Valley types often say it's "l…

2022-09-25 04:34:58 @linasvepstas indeed. but i am not looking for people who exclaim Fake News :) I am looking for genuine bipartisan support to do better.

2022-09-25 04:24:35 @katestarbird @noUpside @sinanaral @ProfNoahGian thanks!!

2022-09-25 03:49:55 @prem_k but not inevitable that one cobblestone would dismiss the other and lie about his credentials.

2022-09-25 03:48:28 @noUpside @sinanaral @ProfNoahGian @katestarbird thank you!!

2022-09-25 03:28:19 @sinanaral @noUpside @ProfNoahGian @katestarbird any leads?

2022-09-25 03:24:54 hive mind, are there any well-known Republicans who have spoken out against misinformation?

2022-09-25 03:14:25 @Joegle richest man I ever treated to lunch :) (but only because the place i took him to didn’t allow guests to pay)

2022-09-25 03:00:47 @joegle thank you!

2022-09-25 02:55:53 my next follower will be my 70,000th. thank you all who follow for all your support, through thick and thin!(@twitter, you never responded to my request for verification

2022-09-25 02:28:04 @maartengm @MetaAI @ylecun it’s flagrant disregard of academic etiquette and he libeled me as well, claiming I don’t have any peer-reviewed work in AI journals, which is demonstrably false.

2022-09-25 02:24:26 @ZDNET @TiernanRayTech This libels me, by claiming—falsely—that I have not published any AI work in peer review journals &

2022-09-25 01:58:13 @KrishnaKGupta @MetaAI @ylecun @ZDNET here are the highlights in the comparison https://t.co/RYU1ytVnEa

2022-09-25 01:54:09 I’ve added receipts to the document the uncanny similarity between LeCun’s 2022 view and my own in this thread: https://t.co/RYU1ytVnEa

2022-09-25 01:50:57 See also @SchmidhuberAI: https://t.co/NgUb5Q6VKW (and @NoemaMag https://t.co/7WD8XxMEAr)

2022-09-25 01:50:56 LeCun 2018 on Marcus 2018: It’s “mostly wrong”LeCun 2022: Marcus has never made a contribution to AI

2022-09-24 19:33:55 @pressron 5 minutes on Twitter search should be enough to make obvious that it is in fact used to stereotype women.

2022-09-24 19:30:17 @mettle sexist, racist, and deliberately dehumanizing.

2022-09-24 19:15:12 @willbeason yep, like many tasteless jokes and racist slurs we have wisely deprecated.

2022-09-24 16:12:14 Why is the currently-trending word #Karen, used derogatively to stereotype white women, social acceptable, when so many other derogative stereotyping words are—rightly—no longer socially acceptable?The ideal we are aspiring to is *stop* judging people based on race &

2022-09-24 15:04:57 @chantz_y @TheShoeLady33

2022-09-24 15:04:21 @chantz_y And who could forget Mass Delusion 101?

2022-09-24 14:30:24 RT @bobehayes: Form, function, and the giant gulf between drawing a picture and understanding the world @GaryMarcusWhile these systems ca…

2022-09-24 14:05:56 @ImageSnippets saw that. nauseating

2022-09-24 13:46:00 RT @IntuitMachine: @GaryMarcus Not just that, a move towards worldwide fascism will destroy any possibility of future AI alignment. The iss…

2022-09-24 00:25:28 fully agree that misinformation is massive problem, particularly for democracy, and believe that a descent into fascism brings many risks, and probably doesn't mix well with AGI. https://t.co/2kWbthVbaQ

2022-09-24 00:23:17 @sergia_ch @emilymbender @timnitGebru My view, since you were kind enough to ask: one should assume good intentions unless there is direct evidence otherwise, and there is at least 3-5% chance that a well-argued entry could change the minds of people economically equipped to do something significant.

2022-09-24 00:17:52 RT @swarat: ...between the neural and symbolic aspects of the problem, as gradients prove powerful in symbolic tasks and code/math look clo…

2022-09-24 00:17:47 RT @swarat: Nice @CACMmag article by @donmonroe on neurosymbolic learning. It's been wonderful to work in this area over the last few years…

2022-09-23 21:36:07 RT @bobehayes: Another great read by @GaryMarcus “Those who wish that #AI criticism would go away are welcome to their views, but misrepr…

2022-09-23 21:10:19 in almost a decade of *talking* about fairness in AI, a lot of things haven’t much changed. https://t.co/9hRIa9i8Zt

2022-09-23 21:08:37 @chrissyfarr @bing and presumably not just @bing, but likely a general pattern across a wide range of ML engines that are driven entirely by convenience samples of data rather than ethical principles (or even up-to-date data).

2022-09-23 21:03:15 @emilymbender @timnitGebru i do share your concerns about wealth distribution.

2022-09-23 21:00:04 @emilymbender @timnitGebru by all means you should write about what you want to write about. (but I thought that you believed these guys were misallocating their resources and that that mattered to you.)

2022-09-23 20:55:29 @TaliaRinger they did the first time, and then it got easier

2022-09-23 20:53:06 @emilymbender @timnitGebru again this is directly framed as an opportunity to tell them not to do that.why not raise your best challenge, and post it as a blog if they don’t publish it?

2022-09-23 20:51:26 @emilymbender @timnitGebru they have asked, and are entitled to ask, for an original piece of work. I may enter

2022-09-23 20:31:54 @timnitGebru @emilymbender i am not seeing that in the rule requirements

2022-09-23 20:19:16 @Kdawg5000 @ftxfuturefund funnier if they won

2022-09-23 19:52:03 Terrified by the thought of AGI risk? Or think the whole discussion is misguided? Essay contest w serious prizes and a chance to advise the @ftxfuturefund and how to best help the world.Win-win. https://t.co/OkI0Jg9b7q

2022-09-23 18:15:18 RT @luislamb: Communications of the ACM article on #Neurosymbolic #AI, by Don Monroe References to our work with @AvilaGarcez and reflecti…

2022-09-23 16:46:12 @Sara_Imari AI thus far? or AI’s potential? very hard to dichotomize, either way…

2022-09-23 16:03:41 RT @CarissaVeliz: "The issue is not simply that deep learning has problems, it is that deep learning has consistent problems." By @GaryMarc…

2022-09-23 15:35:29 RT @bimedotcom: @EvaSmartAI @GaryMarcus @SubstackInc @sallyeaves @nigewillson @Nicochan33 @mvollmer1 @Shi4Tech @SusanHayes_ @RagusoSergio @…

2022-09-23 15:31:42 RT @Schellenberg_1: Great new volume edited by Keya Maitra and Jennifer McWeeny. This will be a groundbreaking volume for the imminent soci…

2022-09-23 06:18:26 @miguelisolano @davidchalmers42 @ylecun it’s also central to my 2020 Next Decade in AI arXiv: https://t.co/rbeWGMenKO

2022-09-23 06:11:22 @miguelisolano @davidchalmers42 @ylecun this is where i first suggested in 2019 that LLMs had a problem with modeling the world:(&

2022-09-23 05:35:20 RT @LaurenAulet: Someone give Susan Carey a book deal to write a full autobiography. This piece is so wildly inspiring and entertaininght…

2022-09-23 04:35:23 RT @JustinBullock14: @GaryMarcus respond to @erikphoel:"The hear of Hole's argument boils down to (my words not his) "AI has done better…

2022-09-23 03:57:45 @NaveenGRao 2/2 i am a big fan of both evolution and learning but think they need to be thought about in different ways, and the ML community is often unduly dismissive of genetic contributions.

2022-09-23 03:55:00 @NaveenGRao for me learning is about changing some internal representation based on data. AFAIK slime mold aren’t doing that, but I don’t really know the details, so am cautious.1/2

2022-09-23 03:34:23 @NaveenGRao i think you are committed to “yes” regardless of mechanism, whereas for me the details (on which I am not expert) matter. but see https://t.co/ZXTKRgSwKW

2022-09-23 03:29:25 @NaveenGRao @A_Aspuru_Guzik @HarvardCCB Of course heart adapts to changing constraints, but if you want to understand how you have to understand eg dynamics of gene expression, not back prop or the Hebbian rule or RL or observational learning etc.

2022-09-23 03:26:38 @NaveenGRao you are committed to saying the slime mold are learning, no? I am the one saying that not all adaptation is (usefully construed as) learning.

2022-09-23 03:25:24 @NaveenGRao the fjord adapts to the glaciers, no? i don’t see how you can even pose Hinton and Nowlan’s question if you think evolution and learning are the same thing.

2022-09-23 03:23:39 @A_Aspuru_Guzik @NaveenGRao @HarvardCCB eg, Hinton &

2022-09-23 03:19:55 @NaveenGRao @A_Aspuru_Guzik @HarvardCCB what does describing the heart as being learned actually buy you, in terms of explanation and prediction?

2022-09-23 03:19:08 @NaveenGRao sure, you can if you loosen the definition to “change over time, driven by the environment”. or you can trivially assume your own conclusion by defining learning as “any optimization over time”.

2022-09-23 03:17:22 @A_Aspuru_Guzik @NaveenGRao @HarvardCCB using the words learning, adaptation and optimization interchangeably would not make the paper you attached clearer.

2022-09-23 03:16:08 @A_Aspuru_Guzik @NaveenGRao @HarvardCCB learning and developmental biology are different ways of optimizing in an landscape. learning is a *subset* of the ways in which things can be optimized

2022-09-23 03:14:13 @EugeneVinitsky it’s an irritating joke, because nothing could be farther from the truth. I explain here: https://t.co/YMRYkpxXnt

2022-09-23 03:07:41 @NaveenGRao ps i am very well aware of the mechanisms of developmental biology, and wrote a whole book about them in comparison to and cooperation with learning.

2022-09-23 03:06:08 @NaveenGRao and you can describe the structure of fjord is learned. but it is not that helpful.

2022-09-23 02:45:31 @NaveenGRao you could use “adaptation” maybe in that sense. in what useful sense would you say that the structure of the heart is learned? what does that tell you about the mechanisms of biology? or evolution? or how eg those process differ from synaptic tuning or observational learning?

2022-09-23 02:41:34 w links to work and observations from @emilymbender @MelMitchell1 @ylecun @geoffreyhinton @guyvdb and @metaai

2022-09-19 04:24:58 @hardmaru ha! Beatles beat you to it, You stay stop, and I say go go go (or Goo Goog Gio Goo…)https://t.co/tsOZphbz72

2022-09-19 04:21:45 any chance that someone reasonable could slip through as the Republican nominee in ‘24, while these two slug it out? https://t.co/OcBfmpBM87

2022-09-19 03:53:30 RT @Shayan86: Mahsa Amini, 22, was arrested by Iran's morality police for so-called "inappropriate hijab". She fell into a coma at a police…

2022-09-19 03:08:24 RT @EricTopol: Wish this was true. What's over is @POTUS's and our government's will to get ahead of it, with magical thinking on the new b…

2022-09-19 02:13:55 @grbradsk and see my newest https://t.co/8ir1xKenr6 for how impoverished the current representations are

2022-09-19 02:13:16 @grbradsk the interesting question is whether you can bridge such more sophisticated world models into something that currently lives purely in image space—and how.

2022-09-19 00:49:50 @jasonintrator whereof he could not speak he would remain silent

2022-09-19 00:04:19 @MadamePratolung @EnglishOER @TheAtlantic @StephenMarche @mer__edith @nxthompson

2022-09-18 23:17:16 RT @gemmagaldon: Tan importante esto. Los sistemas de creación de imágenes tipo #DALLE no nos acercan a ningún tipo de inteligencia artific…

2022-09-18 23:16:02 @mikekwarner @FryRsquared guess you didn’t get too far into the essay before tweeting?

2022-09-18 23:06:37 @VictorButoi see my new essay for a lot of examples of requests they fail to model correctly https://t.co/Xnyh3pTeNo

2022-09-18 22:55:32 RT @kwiens: The lack of functional comprehension makes any mechanical outputs from these systems laughably incorrect. I love playing with S…

2022-09-18 21:53:38 @TonyZador here’s the nucleus of a relevant benchmark

2022-09-18 21:51:25 my own answer, which quotes @EMostaque, is now posted here: https://t.co/sf5BaT0MAX

2022-09-18 21:49:37 Hold on, folks. Are systems like DALL-E and Stable Diffusion really an important step towards general intelligence?Form, function, and the giant gulf between drawing a picture and understanding the world https://t.co/Xnyh3pTeNo

2022-09-18 21:06:50 @KatHogan9 i was actually thinking of something less fraught with questions about intentionality but the comparison is fair

2022-09-18 20:19:56 @TonyZador @EvelinaLeivada and in that sense, yes i think that many animals can to some degree understand the world, as evidenced eg when they use novel tools to solve novel problems

2022-09-18 20:19:16 @TonyZador @EvelinaLeivada how about “form a dynamically updatable representation that an agent can reliably reason with”

2022-09-18 19:59:50 How much do systems like Dall-E and Stable Diffusion understand about the world that they illustrate?

2022-09-18 17:00:51 @tdietterich @etzioni and four digit multiplication is basically at zero

2022-09-18 03:26:12 RT @amandalhu: 2020: “COVID is not airborne, and COVID doesn’t spread in schools so we don’t need airborne precautions, and esp not in scho…

2022-09-17 13:24:13 RT @IntuitMachine: DL will continue to be very useful, but it hits the wall wrt to autonomous systems and higher-level abstract thinking. I…

2022-09-17 12:37:06 RT @MayaPlentz: “Using a homegrown benchmark of a few examples and drawing big conclusions is a further no no, a fallacy of overgeneralizat…

2022-09-17 03:19:42 RT @KripkeCenter: We mourn the passing but celebrate the life and achievements of Saul Aaron Kripke (Nov. 13, 1940–Sep. 15, 2022). His fami…

2022-09-16 23:02:31 RT @HelloSurgeAI: Entering the @slatestarcodex vs. @GaryMarcus debate... What should "pixel art of a robot farmer in a cathedral holdin…

2022-09-16 16:41:11 RT @JoyceWhiteVance: "There is surely a special place in hell reserved for those who treat immigrants as so much refuse to be deposited wit…

2022-09-16 15:08:17 RT @isabel_pedersen: “It’s time for artificial-intelligence researchers to look up from the flashy, straight-to-the-media demos and ask fun…

2022-09-16 02:45:42 RT @GaryMarcus: @republicofspin @peterbakernyt @sbg1 brilliant closing https://t.co/YdWpyznmvr

2022-09-16 02:30:32 @republicofspin @peterbakernyt @sbg1 brilliant closing https://t.co/YdWpyznmvr

2022-09-16 02:21:06 @pmddomingos most of the people who share my concerns are simply ignored, which is no better. that largely extends to many of the concerns you yourself have raised.

2022-09-15 23:42:08 the sequel is even more insane the original. https://t.co/Z6y0vnPEk1

2022-09-15 22:22:20 Vindication for @BandyXLee1 who bravely foresaw so much https://t.co/8TSo7Bxa4k

2022-09-15 21:25:17 thank you to all who made this cry for more serious scientific practice in AI #5 on Hacker News https://t.co/w3nykjsIf4

2022-09-15 21:20:19 @TristanThrush @0x00B1 @mhtessler @GoogleAI @slatestarcodex @MetaAI @ylecun I think this is legit concern and have reached out to some highly placed folks at Meta to try to fix it.

2022-09-15 21:15:04 RT @0x00B1: I can’t believe it but I agree with (nearly) everything in a @GaryMarcus essay! He’s absolutely correct and I encourage anyone…

2022-09-15 18:58:23 RT @TaylorOgan: There are so many shocking things about this:1. That Elon Musk publicly tweeted this.2. That Elon Musk thought this in 20…

2022-09-15 18:56:15 RT @jmhessel: Does AI ""understand"" The New Yorker Caption Contest? (spoiler: no )excited for this fun collaboration!(data/models/code…

2022-09-15 15:59:32 @omershapira if you run across more recent #’s i would certainly be interested, cc @Abebab

2022-09-15 15:32:23 @omershapira source: https://t.co/JLSDrh367z

2022-09-15 15:23:21 society’s machine learning dollars at work https://t.co/MirZrBmvGw

2022-09-13 04:52:55 RT @lenlayton: @GaryMarcus Just finished reading “Rebooting AI.” Great stuff! Aligns with my observations over the last 25y. Cost/benefit o…

2022-09-13 03:19:41 Why is @googleAI too chicken to share Imagen with @huggingface’s @TristanThrush? cc @ClementDelangue https://t.co/XwZm6OK8R7

2022-09-13 01:22:00 RT @ProfArbel: Access to skeptics is vital for the development of robust, safe, and effective AI systems and I trust @googleai will make th…

2022-09-13 01:20:58 @ProfArbel @GoogleAI they haven’t so far, despite repeated requests, public and private

2022-09-13 01:04:42 shame on you, @googleAI. now nearly four months. you gave @slatestarcodex access to do a tiny bit of anecdotal research but continue to duck the repeated requests of professional scientists scientists like @TristanThrush who have created systematic benchmarks. https://t.co/hJ1visaNeO

2022-09-12 21:53:13 @David_Dobbs @philipcball @Grady_Booch

2022-09-11 19:27:48 RT @christogrozev: Zelensky to Russia, tonight... https://t.co/6Hgot3zKhY

2022-09-11 15:42:27 RT @JoyceWhiteVance: Roe, Roe, Roe your vote.It's the November theme.Merrily merrily, merrily, merrilyor Choice is but a dream.

2022-09-11 00:38:40 @tdietterich @DrMJoyner @DavidEpstein @nxthompson @cragcrest @geoffreyhinton @ACasadevall1 driving might “seem” trivial too… Apple Mail filtering is sometimes great and sometimes way too aggressive. for a while it was screening out my own mother (in my email contacts for a couple decades).

2022-09-10 23:32:28 RT @DrMJoyner: I rarely check my spam folder - found an email with a draft grant application from a collaborator…if AI/ML can’t do email sp…

2022-09-10 20:53:04 @espiers @jbarro @Grady_Booch

2022-09-10 20:52:53 RT @GaryMarcus: @espiers @jbarro Lex Fridman blocked me. A badge of honor?

2022-09-10 19:00:05 @espiers @jbarro Lex Fridman blocked me. A badge of honor?

2022-09-10 17:58:55 RT @visegrad24: BREAKING:The Ukrainian Army has entered Vovchansk.It means that Ukraine is taking back all the territory up to the bord…

2022-09-10 14:52:18 RT @NatashaBertrand: “Recapturing the two cities is a big strategic win for Kyiv…Russia was using Kupyansk as a rail hub to resupply its fo…

2022-09-10 14:22:25 RT @petestrzok: Better check Bedminster…On May 6, NARA emails Trump to say material is missing and may be at MAL.https://t.co/XbEWvl9Wd

2022-09-10 14:14:35 RT @ukraine_world: The dynamics of Ukraine's counter-offensive in Kharkiv Oblast in the last couple of days. The video taken from the Tel…

2022-09-09 17:40:20 RT @sayashk: It is well known that image generation tools encode stereotypes about people. But do these models also perpetuate stereotypes…

2022-09-09 12:56:33 RT @brad262run: “sooner we can figure out what basis allows a system to learn symbolic abstractions, the sooner we can build systems that p…

2022-09-08 20:31:50 this is a pretty satisfying read. https://t.co/s1rCLyud5U

2022-09-08 18:23:52 RT @info_sprinkles: “There will be a death tied to a large language model in the next year.” Great interview on Foundation Models with @…

2022-09-08 15:27:08 https://t.co/TghmuE0fH8

2022-09-08 00:33:56 funny how @gdb didn’t choose this example when tried to troll me https://t.co/QmZ2GRU6qE

2022-09-07 19:18:29 RT @info_sprinkles: @GaryMarcus is one of my favorite AI folks talking reality &

2022-09-07 18:15:07 very disconcerting - if automatic driving systems fail, even attentive people may be slow to respond https://t.co/kNgcja7PF0

2022-09-07 18:05:13 RT @Kantrowitz: Here's my interview with @GaryMarcus. We talk about LaMDA, Dall-E, and this weird moment where AI is very powerful but stil…

2022-09-07 18:04:21 @PaulTopping it’s a *long* article, still in progress (with associated shorter post, too, presumably).

2022-09-07 17:08:31 Want a chatbot to teach you how to sell (and steal) drugs? Fantastic and terrifying paper by @anthropicAI that outlines some of the many risks we are likely to face in the near-term as chatbots become pervasive. Mandatory reading. https://t.co/oe80Czuy9o https://t.co/uOeFUlppr2

2022-09-07 15:30:59 @Abebab well-deserved!

2022-09-07 13:50:34 @Abebab premature closure is getting the world into a heap of trouble.

2022-09-07 13:47:32 Indeed! And a lust for simplicity has also led to overinvestment in big data + deep learning, at expense of considering richer but more difficult to construct hybrid solutions—and a world of approximative but deeply unreliable mimicry, easy to construct, impossible to count on. https://t.co/kDlaJGqDPc

2022-09-07 02:23:32 @ErnestSDavis https://t.co/9IqhX3ahUA

2022-09-07 01:25:12 @ErnestSDavis the ramifications are endless. here’s another, further recognized a few hours later, made incomparably worse if Cannon’s decision stands https://t.co/4JNhiPgGMF

2022-09-07 01:16:52 AI-generated list of all 50 states, text to image, by @nostalgebraist, h/t @slatestarcodex https://t.co/RwVq9pjFk0

2022-09-06 22:13:45 @ErnestSDavis and see https://t.co/pgwdq8m0gM

2022-09-06 22:13:01 @ErnestSDavis if it is not overruled no criminal lawyer will ever forget it.

2022-09-06 22:08:30 @ErnestSDavis https://t.co/0GHGYH61vJ

2022-09-06 22:06:19 @ErnestSDavis https://t.co/ADYmfIpSbi

2022-09-06 01:48:35 @robinc it’s pretty much what the exec told me. i was flabbergasted.

2022-09-05 23:58:41 @robinc it’s MINERVA, link elsewhere in this thread.

2022-09-05 22:58:37 @robinc and ffs the paper was about using LLMs for math, so don’t blame me. i just reprinted a figure.

2022-09-05 22:57:55 @robinc ditto for using an LLM for natural language understanding (rather than autocompletion)

2022-09-05 22:04:37 what i was trying to say earlier today, said better https://t.co/y8uyuQhPYA

2022-09-05 22:00:33 @robinc it’s clean a test case for the generalizability of the systems

2022-09-05 18:29:56 RT @AshaRangappa_: Expert on fascism here

2022-09-05 16:08:55 without doubt, one of the worst decisions in US legal history, without sound legal reasoning and (by wasting time) endangering the entire nation, in favor of the person who appointed the judge.even Bill Barr knows this a “crock of shit.” https://t.co/44tutb5Jv3

2022-09-05 15:50:50 h/t @ZeeshanAleem

2022-09-05 15:50:11 misinformation rears its ugly head yet again https://t.co/pVxg70NsnP https://t.co/Z4uXJibw1z

2022-09-05 15:27:35 @MadamePratolung @91_pometti and resentment towards those unawed

2022-09-05 15:17:47 @jon_forsyth @91_pometti the latest fuss was over a prize. (few seem to notice that it was in the digital category with a measly 20 entries at a state fair)

2022-09-05 15:05:38 great thoughts on the art and AI hysteria, by @91_pometti: https://t.co/q6Om56BWLU

2022-09-05 13:15:43 @srchvrs Minerva: https://t.co/UKUHGjNy7R

2022-09-05 13:14:22 @philljkc compare it to a calculator.

2022-09-05 13:13:59 @Kdawg5000 almost certainly yes

2022-09-05 00:16:21 RT @GaryMarcus: @MadamePratolung The Emperor’s New Calculator?

2022-09-04 23:46:54 @MadamePratolung The Emperor’s New Calculator?

2022-09-04 23:00:31 chance a certain major corporate exec will allege that large language models have solved the problem of generalization after you call bullshit: 100%chance that an LLM will be able to correctly multiply two four-digit integers together in a novel multiplication problem: 0% https://t.co/UmXEkQiSS1

2022-09-04 22:52:52 @Meaningness @ESYudkowsky dm/follow so we can discuss a little privately

2022-09-04 22:37:15 @Meaningness - i think your second paragraph (a) proves too much (eg legal systems work reasonably well, despite the slippery slopes) and (b) doesn’t say why we can’t implement values but only asserts (correctly) that we haven’t yet- link to @ESYudkowsky argument on extrapolated volition?

2022-09-04 19:20:13 RT @MayaPlentz: "Fake news can sway elections, tank economies and sow discord in everyday life. Data scientist @sinanaral demystifies how…

2022-09-04 15:46:58 RT @tribelaw: Unless Cannon “wants to rewrite decades of law, let Trump hold the nation hostage and deepen our national security crisis, sh…

2022-09-04 04:08:02 RT @Anki98765: Many gems here. I most resonate with "Large pretrained statistical models can do almost anything, at least enough for a proo…

2022-09-04 03:56:43 RT @consequence: Taylor Hawkins' 16-year-old son, Shane, does his father proud as he sits behind the kit for @FooFighters' performance of "…

2022-09-04 03:51:08 @Todd_S_Woodward @random_walker um, “can easily be manipulated” sure sounds like blaming the users. maybe you didn’t quite finish the abstract?

2022-09-04 02:40:04 irony is dead https://t.co/XOPSepGWj6

2022-09-03 21:21:05 RT @katealexandrite: Found this thread https://t.co/J6Kp441lgUin the @garymarcus piece and feel like both do an excellent job at clarifyin…

2022-09-03 19:44:19 RT @alanrew: Good @garymarcus piece about the perils of Google's robot projecthttps://t.co/b1rMfkQOXs

2022-09-02 20:52:00 @EranElhaik @joe_pickrell @ItsNeuronal @random_walker can you articulate what you mean by complex calculations that are difficult to!trace? and more generally, curious your thoughts on some of the challenges here.

2022-09-02 20:42:35 @joe_pickrell @ItsNeuronal @random_walker @EranElhaik

2022-09-02 17:29:48 RT @jenmercieca: "What, then, is a semi-fascist movement?We can think of a semi-fascist regime as one that approaches fascism while retai…

2022-09-02 15:35:37 @dcbyron @random_walker @RexDouglass that’s not a very substantive argument

2022-09-02 15:04:27 @alexvoica @Kantrowitz

2022-09-02 15:01:12 RT @Kantrowitz: Interviewing AI expert @GaryMarcus on the podcast today. What should I ask?

2022-09-02 14:53:00 @joe_pickrell @random_walker saying the properties are well-known is not same as saying the tools have been appropriately applied. whole replicability crisis stems in part from the fact that many people have a superficial understanding of statistics, even tho a deeper understanding is in principle possible

2022-09-02 14:42:02 RT @KaiaVintr: @random_walker @GaryMarcus if we can't be trusted to use relatively simple tools from linear algebra responsibly, how can we…

2022-09-02 14:17:23 @rasbt there’s plenty of blame to go around. peer reviewers aren’t paid, and nowadays a lot of AI research sidesteps peer review. @GoogleAI publishes stuff on arXxic about their systems’ understanding of jokes without any stats at all. &

2022-09-02 14:14:46 RT @random_walker: This might be the most depressing sentence I've ever read in an abstract. When researchers use tools we don't fully unde…

2022-09-02 14:06:51 Narcissists sometimes create as many problems for their friends as they do for their enemies. https://t.co/3e5u26pPff

2022-09-02 14:04:34 @OshriNaparstek There are many comparable problems with the misuse by people of deep learning throughout science

2022-09-02 01:05:21 I think it is interesting that Elon Musk didn’t take the bet that @wadhwa and I offered, and that the guy below from @openAI didn’t want to put up much more than a silly t-shirt. https://t.co/bxtLc3UE92

2022-09-02 01:03:30 @vasanthsarathy solving a closed-end board game every decade or two is not getting us to general AI. AlphaFold is a real contribution, for sure. But I don’t think you can at all say that AI has (yet) delivered on what its early pioneers had initially expected might happen over 67 years.

2022-09-02 01:00:28 @tdietterich @mpshanahan has an interesting related paper today, and maybe he might want to comment

2022-09-02 00:35:14 Let’s be real. We still don’t even have what Terry Winograd was driving at with SHRLDU and Blocks World in 1970 -– reliable open-ended dialog about the physical world. https://t.co/f00orn9VTALet alone what Peter Norvig aimed for in his 1986 dissertation: story understanding. https://t.co/WUL2o2UV2d

2022-09-01 23:29:53 @AngusTurner9

2022-09-01 23:29:09 @EranElhaik

2022-09-01 21:45:32 more fallout from the reproducabiliy crisis, potentially affecting tens of thousands of studies: Principal Component Analyses (PCA)-based findings in population genetic studies are highly biased and must be reevaluated https://t.co/mcpF04scRo

2022-09-01 20:22:19 semi? https://t.co/n5O8hKc9Og

2022-09-01 04:59:34 @jachiam0 pretty low stakes given the braggadocio in your words, no?

2022-09-01 04:48:18 @chr1sa surely it is not already here. we have only narrow and quite fallible AI now. i offered @elonmusk a related bet with very specific criteria. it doesn’t have to be vague: https://t.co/MZjzZSqlsk

2022-09-01 04:41:50 AGI by September 1, 2032? How much are you willing to put behind your words? https://t.co/VTqyiR1yzS

2022-09-01 03:02:19 RT @warren_craddock: There are now dozens of companies with AVs that can perform the entire driving task. There are now dozens of companies…

2022-08-31 15:11:48 LLMs are an incorrigible mix of misinformation and privacy invasion, yielding an untraceable stew of half-truth. great article by @Melissahei @techreview https://t.co/G7nRdBnaV8

2022-08-31 14:22:56 @MadamePratolung they assume everything is learned from a blank slate. it the slate is clearly not blank, so (a) eg things like time and space and causality probably don’t need to be learned and (b) that changed what does need to be learned and how it might be learned

2022-08-31 14:21:07 fantastic essay by @R3_GSI https://t.co/OEceGNs4bo

2022-08-31 14:16:01 @Sara_Imari nope

2022-08-31 14:11:48 Lordy there are tapes. what a thread. https://t.co/Up4mCtMBnQ

2022-08-31 14:02:20 @MadamePratolung see this and the tweet of mine that i link https://t.co/mGbZot2Q2L

2022-08-31 02:57:18 @elonmusk really ought read this lucid thread re lidar.and sure, humans don’t need lidar, but our cognitive models are far more sophisticated than anything current AI can deliver. hence the need for complementary techniques. https://t.co/nxwkEXwWtx

2022-08-30 23:13:40 @Sara_Imari no. but it evolves creatures that discover mathematics

2022-08-30 20:22:00 RT @OwainEvans_UK: @GaryMarcus @janleike @weidingerlaura @Abebab Latest results for TruthfulQA (generation task). OpenAI's WebGPT gets ~52%…

2022-08-29 16:49:36 angling for an insanity plea? https://t.co/Na98kSaaot

2022-08-29 16:23:13 RT @nukkailab1: “ How can you get data-driven learning and abstract, symbolic representations to work together in harmony in a single, more…

2022-08-29 14:42:10 RT @jenmercieca: Really important thread on how to frame the Trump investigations: it's not a political question, it's a legal question. Us…

2022-08-28 20:10:39 @Meaningness agree with everything except the “it can’t work” and “nailed in a few years”.

2022-08-28 13:55:15 RT @sapinker: This is the kind of approach that @garymarcus and I have been advocating for decades, starting with language. One Man’s Drea…

2022-08-28 01:38:57 RT @thedrive: Tesla owners say their cars are stopping way too early at intersections with bigger stop signs—and they’re breaking out the m…

2022-08-28 01:30:49 RT @FeiziSoheil: I may be naive but I don't think AGI will be solved on countless GPUs using trillion samples, but on a whiteboard with a m…

2022-08-27 17:59:31 @tetraduzione @luislamb @AvilaGarcez no. but there were people - even Hinton - who considered peace then. Hinton included a related Touretky paper in his ‘91 edited book.

2022-08-27 14:32:45 RT @maththrills: Care #robotics challenge #609: using any combination of perception and manipulation, work out which parts of this piece of…

2022-08-26 17:22:33 RT @mark_l_watson: I enjoyed the conversation between @GaryMarcus and @bengoertzel at the AGI virtual conference. Marcus said the AI needs…

2022-08-26 13:51:51 RT @__TweetinChar__: !!--#FF Follow those, who fight *techbros* for you/your kids' future + stay in touch w/ reality #AI #Blockchain@Abeba

2022-08-26 00:22:02 you get what you don’t pay for https://t.co/FmndEt4Xnn

2022-08-26 00:19:57 @pmddomingos @emilynussbaum

2022-08-25 23:21:06 RT @adamsafron: Fascinating thread.

2022-08-25 22:43:51 RT @TristanThrush: Also curious about this @GoogleAI. Does your model stand a chance against Winoground?https://t.co/1HpdpnDRvX

2022-08-25 22:36:10 Dear @GoogleAI,Three months have passed since you claimed Imagen improved performance on compositionality. I asked for access and you didn’t respond.@TristanThrush offered you his Winoground materials

2022-08-25 21:45:49 @pmddomingos @emilynussbaum i did

2022-08-25 16:50:44 RT @mrgreene1977: Wow!This is fantastic. US gov't will require all papers on research funded by taxpayers be made freely available to the…

2022-08-25 16:33:31 RT @Tipalo1: AI FOR HUMANITY - CAN WE MAKE AI MORE HUMAN?"A CERN for AI." @GaryMarcusETHICS"How can we ensure that artificial intellig…

2022-08-25 16:31:34 @Meaningness it was superhuman only in some respects

2022-08-25 14:04:42 @a_stadt @didou @JeanRemiKing @spiantado @tallinzen @lakretz @c_caucheteux @ev_fedorenko @mtoneva1 @HassonLab @sleepinyourhat all to the good, i just the systems are inherently stalking the wrong quarry (predicting words rather than building world models), so not optimistic

2022-08-25 13:56:03 @sharpless89 @IntuitMachine @MJ_StormBorn =>

2022-08-25 13:54:44 indeed, and part of why as a unicyclist, I am terrified of driverless cars! https://t.co/VuA2SP7dOt

2022-08-25 13:53:20 @sharpless89 @MJ_StormBorn it is our job to teach them to reason in accordance to values

2022-08-25 13:52:07 @a_stadt @didou @JeanRemiKing @spiantado @tallinzen @lakretz @c_caucheteux @ev_fedorenko @mtoneva1 @HassonLab @sleepinyourhat such as? (hope to read your paper but only read abstract so far)

2022-08-25 13:50:45 @didou @a_stadt @JeanRemiKing @spiantado @tallinzen @lakretz @c_caucheteux @ev_fedorenko @mtoneva1 @HassonLab @sleepinyourhat we know that much, yes. we don’t know the details

2022-08-25 13:48:37 @a_stadt @didou @JeanRemiKing @spiantado @tallinzen @lakretz @c_caucheteux @ev_fedorenko @mtoneva1 @HassonLab @sleepinyourhat if they worked more like people (eg in mapping syntax into semantics and building stable discourse models) i would agree.some future AI systems will be very helpful in that regard. these particular ones, not so much.

2022-08-25 13:46:28 @cosmin_scaunasu i quote that in https://t.co/C6XodPcoZW and love it :)

2022-08-25 13:44:47 @iPrabhavKaula yes, and world models

2022-08-25 13:44:30 RT @johnmcternan: Fascinating thread

2022-08-20 01:10:09 true, but not new https://t.co/MU7Qa5PmQK

2022-08-20 00:32:38 RT @kareem_carr: Finally tried out the GPT-3 model from OpenAI. The green text is unaltered output generated by the AI. https://t.co/NxveJh

2022-08-20 00:30:49 @andrey_kurenkov but humans are such a low bar

2022-08-19 21:00:17 RT @dcallahan2: @GaryMarcus @Google Really good @GaryMarcusarticle on #AI #language models &

2022-08-19 20:30:12 @DLBarack the failure of LLMs to reason reliably about everyday phenomena despite immense data doesn’t exactly hurt Fodor’s view…

2022-08-19 20:24:00 @robinc @Google that’s really not enough, and i addressed briefly in my essay

2022-08-19 19:55:53 @robinc @Google not sure i follow your sentence regarding mitigation.

2022-08-19 19:55:19 @Sergei_Imaging i don’t think the relation is likely to be regular enough to be relied upon

2022-08-19 17:23:01 @iPrabhavKaula @poolio i am Monday, no? @bengoertzel

2022-08-19 15:18:11 RT @vitouphy: This is a great article. Long story short, "Big data won’t be enough to solve the problems of robotics". We need to take…

2022-08-19 13:53:53 RT @cyberandy: Insightful as always. Why LLM cannot (yet) control humanoid robots

2022-08-18 21:56:27 @DeepMind @yudapearl

2022-08-18 21:51:12 @tomgoldsteincs @model_mechanic

2022-08-18 21:21:01 @BAPearlmutter just a simple misunderstanding, that’s all

2022-08-18 20:05:47 RT @etzioni: "Large language models are like bulls in a china shop: awesome, powerful, and reckless. " @GaryMarcus

2022-08-18 19:17:11 RT @mrgreene1977: Per the usual, @garymarcus cuts to the heart of the matter with surgical precision. My two cents: Tesla, Google, and th…

2022-08-18 19:02:38 hey @elonmusk i am guessing that the demo you promised for September was going to look something like what Google just showed. That one has some serious problems, described below - betting they will apply to your demo, too. https://t.co/Fy6mKOwFyq

2022-08-18 18:18:39 "Building a robot on top of language system that has such little comprehension of the world can’t be a recipe for success.” Some thoughts on @Google’s new #robot projecthttps://t.co/9HPKnCM1rY

2022-08-18 15:27:19 @grsimari @elonmusk Didja ever notice…

2022-08-18 14:37:48 @thedudefrugal @elonmusk to the tune of https://t.co/fDoJGvaqEm

2022-08-18 14:35:45 @grbradsk @elonmusk ps he evidently said boring chores, and few chores involving nothing.

2022-08-18 14:34:51 @grbradsk @elonmusk i doubt he will even get Optimus to work as well as a Roomba in the near term.

2022-08-18 14:21:06 link to a slightly more detailed story: https://t.co/Ne0ZhD9COi

2022-08-18 14:18:53 Should I offer @elonmusk another bet? https://t.co/hb8KUriHfD

2022-08-18 05:07:11 Read this thread. “users must recalibrate their thinking on what Google is and how information is returned to them … we must apply the same scrutiny [to searches] we’ve learned to have toward information on social media.” https://t.co/y61MICZSsP

2022-08-18 04:16:17 please tell me this is not our only strategy for reaching ethical AI. https://t.co/Q5IlhJNFEo

2022-08-17 21:25:45 excellent thread on why edge cases are so pernicious (&

2022-08-17 19:16:54 another tesla rear-ending another stopped vehicle https://t.co/SS13phI7HT

2022-08-17 14:04:18 RT @sapinker: More I, less A: a conversation with @GaryMarcus on @michaelshermer's show.

2022-08-17 00:15:04 RT @kncukier: So pleased we could put this together in a responsible and substantive way. With huge thanks to @danieldennett, David Chalmer…

2022-08-16 22:26:12 RT @ShannonVallor: The saddest thing for me about modern tech’s long spiral into user manipulation and surveillance is how it has just slow…

2022-08-16 19:52:39 RT @lemtaz: @cbouzy This is brilliant. https://t.co/kTJ2YnDN21

2022-08-16 18:49:01 RT @michaelshermer: If you're worried about the AI terminator, or AI turning us all into paperclips, or that AI is about to (or already has…

2022-08-16 16:57:56 excellent thread. https://t.co/sgfk9UEnSL

2022-08-16 16:32:38 RT @FZdyb: Why AI needs to ease up on scaling and learn how to code:https://t.co/Ei2Dv5QyfM@GaryMarcus @fchollet @yudapearl

2022-08-16 15:08:37 RT @barneyp: I agree with this statement by @GaryMarcus in his new paper: “The sooner we can figure out what basis allows a system to get t…

2022-08-16 15:03:14 RT @ProfFeynman: The difference between information and knowledge: https://t.co/TDcQqtBgRm

2022-08-16 15:01:51 Deep comprehension of the human brain! https://t.co/mbffuYKXwA

2022-08-16 14:57:02 Cool benchmark! cc @yudapearl @eliasbareinboim https://t.co/ktBuVUVQJG

2022-08-16 12:46:09 RT @joannashields: Thought-provoking piece by @GaryMarcus, demystifying #AI. Wise words on tighter regulation, large companies bearing more…

2022-08-16 04:25:53 RT @DGBassani: Infections cut in half in Boston schools that kept mask mandates compared to schools that did not. Even though the schools t…

2022-08-15 22:36:55 @DrMJoyner but too many variables that just can’t really be predicted, eg what happens to oil if documents link trump even more closely to MBS, in some way nobody has even guessed?

2022-08-15 22:27:43 quite possibly not a solvable problem. but certainly there are other unsolved problems (eg commonsense physical and psychological reasoning) that are not amenable to big data that are solvable, with innovation. https://t.co/KafsVlCQ9q

2022-08-15 20:33:44 @BrandonLive and see eg for yet another in a parade of examples of out-of-distribution data causing trouble https://t.co/0GoxIESa1e

2022-08-15 20:15:32 RT @ISusmelj: A friend just shared this with me. A great example for how deep learning models struggle with out-of-distribution data.I won…

2022-08-15 20:01:13 @BrandonLive whatever you think of o’dowd, this independent study adds to the intuition that i just articulated: https://t.co/8ryaG0CVdy

2022-08-15 19:55:20 @BrandonLive O’Dowd and the one i posted yesterday, which itself followed up a similar result from the same YouTuber.neither is fully persuasive but they do hint that the parameters of recognition are pretty narrow

2022-08-15 19:50:38 @BrandonLive a thought experiment based on results from results from two separate informal experiments hardly constitutes “misinformation.” referring to such a thought experiment, clearly labeled, as misinformation on the other hand…

2022-08-15 01:38:24 RT @bobehayes: Great read:"The sooner we can figure out what basis allows a system to get to the point where it can learn #symbolic abstr…

2022-08-14 17:55:02 another Youtuber finds some issues with Tesla FSD and children. https://t.co/CPrQI5z6se

2022-08-14 04:05:27 Looking forward to my fireside chat w @bengoertzel! https://t.co/wkBuu402Sc

2022-08-14 02:18:10 RT @WUTangKids: Maybe the coolest cover of Michael Jackson's Billie Jean ever https://t.co/ZyLGqDjQ2b

2022-08-14 00:19:17 RT @timcrane102: Good sense on AI from ⁦@GaryMarcus⁩ https://t.co/JSZL6GrvDF

2022-08-13 21:44:05 @samuelmcurtis @mark_riedl @jackclarkSF spammers don’t much care… if benefit exceeds cost, criminals gonna crime

2022-08-13 21:23:58 @girishsastry @jackclarkSF @samuelmcurtis it might. or it might not. to say that they are “overhyped” is to be (nearly) certain, &

2022-08-13 20:32:46 @mark_riedl @jackclarkSF @samuelmcurtis @ykilcher i disagree. but don’t want to share publicly ideas about what a criminal might do…

2022-08-13 20:28:24 @mark_riedl @jackclarkSF @samuelmcurtis @ykilcher kilcher mostly got away with it at large scale for days

2022-08-13 20:24:33 @jackclarkSF @justinhendrix @samuelmcurtis just posted a few studies above

2022-08-13 20:23:10 @jackclarkSF @justinhendrix @samuelmcurtis and this https://t.co/ffFQEapIrB

2022-08-13 20:21:56 @jackclarkSF @justinhendrix @samuelmcurtis and this https://t.co/HAScqn1Phd

2022-08-13 20:21:22 @jackclarkSF @justinhendrix @samuelmcurtis and there is research like thishttps://t.co/vfGQRPA1mb

2022-08-13 19:49:01 @mark_riedl @jackclarkSF @samuelmcurtis also why is this either/or? i am sure it is or soon will be both

2022-08-13 19:48:34 @mark_riedl @jackclarkSF @samuelmcurtis how do you know this? if i am troll farm why should i tell you my methods? both your response and Jack’s seem extremely speculative. meanwhile @ykilcher’s lambasted demo shows how easy it is to put this stuff to work.

2022-08-13 19:19:58 @jackclarkSF @samuelmcurtis i don’t understand what you are saying. it seems trivial to use, and it’s not so expensive that people don’t fool around with it endlessly.

2022-08-13 19:17:25 @jackclarkSF @justinhendrix @samuelmcurtis a web of fake reports around mayim bailey and cbd gummies

2022-08-13 18:47:16 @justinhendrix @jackclarkSF @samuelmcurtis but would we know if they had? i think i know at least one anecdotal example.

2022-08-13 18:46:20 @jackclarkSF on what basis do say this? they are unparalleled in their ability to create plausible sounding misinformation at near zero cost. and have no built-in mechanisms to track reality independent of corpus statistics.

2022-08-13 12:47:20 RT @DorotheaBaur: If #Blenderbot claims that "Donald Trump is still president and there is "definitely a lot of evidence" that the election…

2022-08-13 02:07:51 @rcalo differentiated?

2022-08-13 02:06:54 @Dervine7 @chazfirestone the general knowledge (chapter 4 in The Algebraic Mind) is that types are not the same as tokens.

2022-08-13 01:57:02 @Dervine7 @chazfirestone and the ability to hypothesize they it could actually be two

2022-08-13 00:20:55 @samuelmehr @SBMost nothing to see here. MOOve on.

2022-08-12 22:43:09 @SBMost and the realization that there must be two is called cognition :)

2022-08-12 19:46:52 RT @dataengines: @yudapearl @johnmark_taylor Universal approximability is much less useful in worlds with distribution drift. As @GaryMarcu…

2022-08-12 18:10:12 @chazfirestone 1. never said there was a sharp line, though surely they differ2.don’t know the source of the image, but assume it is supposed to be a system that gives veridical answers, rather than a model of human perception independent of cognition.3. humans can use common sense somewhere

2022-08-12 17:59:54 @chazfirestone well, no, we don’t, not on reflection.

2022-08-12 17:55:57 @chazfirestone if it gives a length estimate it should be modeling the final output

2022-08-12 17:22:52 @hb_cell @BarryOSullivan if a type-token distinction is not at the core of your cognition, you can easily wind up here….

2022-08-12 16:52:57 Prove you are a human (h/t @BarryOSullivan) https://t.co/LXmwld9sPV

2022-08-12 15:17:31 @raphaelmilliere @DLBarack @MetaAI impersonal impersonation is the most insincere form of flattery? the old Descartes joke (he says “I think not” and then disappears) is better :)

2022-08-12 15:08:17 RT @NoemaMag: Is a decades-long AI debate finally coming to a resolution?@garymarcus is seeing signs that it is.Now "we can finally foc…

2022-08-12 15:02:07 @whatsayadam @ylecun @Jake_Browning00 @DeepMind @AvilaGarcez

2022-08-12 13:29:14 @yudapearl thanks for mentioning the debate!

2022-08-12 13:22:13 @YiMaTweets so well said.

2022-08-12 13:15:29 RT @YiMaTweets: Personally, I would love to see more papers entitled "XXX alone is not enough," instead of those entitled "XXX is all you n…

2022-08-12 13:04:34 RT @yudapearl: An interesting debate between @GaryMarcus and @ylecun on the tension between neural vs. symbolic architectures in AI: ttps:/…

2022-08-12 13:04:04 @yudapearl @ylecun correcting the link: https://t.co/wCOiHq8Kxa

2022-08-12 12:48:59 RT @defnotbeka: it only took 8 years at a minimumimagine where we'd be if folx had admitted this back then. what cool stuff would we have…

2022-08-12 12:48:29 RT @kostadis_tech: hallelujah

2022-08-12 12:44:04 RT @ossip: "La inteligencia artificial se ha centrado principalmente en una técnica llamada aprendizaje profundo. Puede que sea el momento…

2022-08-12 12:43:26 @Floridi @alan_winfield sure, please dm or follow back

2022-08-12 04:16:50 RT @luislamb: Insights on AI future by @GaryMarcus: challenges ahead demand integrated symbolic &

2022-08-12 02:15:44 @UlyssesPascal @ylecun @Jake_Browning00 @DeepMind my most detailed discussion of this in chapter 3 of The Algebraic Mind.

2022-08-12 02:14:37 @andrey_kurenkov @ylecun @Jake_Browning00 @DeepMind see my remark on development vs computation

2022-08-11 22:22:27 @jacyanthis @ylecun @Jake_Browning00 @DeepMind x2 and x1 are generally regarded as awfully similar. LeCun and Browning appear to be accepting both.

2022-08-11 22:13:59 Next time someone tells you Stratego is a grand challenge in AI, think about this, and where we have and haven’t made progress in the intervening 16 years.

2022-08-11 22:07:46 @jacyanthis @ylecun @Jake_Browning00 @DeepMind even if you weren’t selectively quoting from my article (and eg ignoring the bits about Hinton), I wouldn’t really understand what you are talking about. you can’t have X and replace X at same time, can you? and surely you can’t have X and call it aether at the same time.

2022-08-11 22:05:13 “Programming a computer to be ethical is much more difficult than programming a computer to play world-champion chess” - James Moor, 2006

2022-08-11 21:44:03 RT @igrgavilan: #enlosblogs What a debate! "Deep Learning Alone Isn’t Getting Us To Human-Like AI" (https://t.co/JlRbIiGDx6) by @GaryMarcus…

2022-08-11 18:50:40 ditto for AI? https://t.co/IqPmGtMWH9

2022-08-11 18:45:38 @dileeplearning oh for the old days when you posted truth, like this: https://t.co/DZN0aCSSUb

2022-08-11 18:35:09 @RadioFreeMonad @FelixHill84 @danbri @goodside @nnaisense indeed, that is linked in my reply to LeCun and Browning @NoemaMag

2022-08-11 18:33:48 RT @dmonett: "On natural language, compositionality &

2022-08-11 18:33:02 @mosesjones i absolutely think we should take the threat seriously

2022-08-11 16:44:08 @PaulTopping @ylecun @Jake_Browning00 https://t.co/lVa6BXzkaS

2022-08-11 16:37:47 Something big is happening in AI — even researchers like @ylecun are acknowledging the need for symbol-manipulation, alongside deep learning.A reply to LeCun’s recent essay with ⁦@Jake_Browning00⁩, w discussion of recent work ⁦@DeepMind⁩. https://t.co/azmrt57ru2

2022-08-11 15:42:52 @Jeanc9orf72 @carlzimmer almost any machine can be hacked

2022-08-11 15:41:30 @goodside @sir_deenicus @danbri what task is the error rate <

2022-08-11 14:46:30 @AlisonWants sounds like they might be headed to Mar-a-Lago?

2022-08-11 14:08:15 @danbri @goodside the hybrid systems that @nnaisense is building, which seem like total vindication for what I have been saying for years.

2022-08-11 13:31:41 @danbri @goodside it’s gotten more than its share of careful examination

2022-08-11 13:27:22 @RobKnight__ of course not.

2022-08-11 13:26:22 @eerac @goodside @danbri none. that’s my whole point. we need to look beyond current tech.

2022-08-11 13:25:34 @mattburgess1 @WIRED

2022-08-11 13:24:17 @danbri @goodside i can’t tell you exactly how many times people have shown me cute GPT stuff and then it turns out not to be robust. probably over 30.i know GPT is fun to play with, but it’s not the road to trustworthy intelligence

2022-08-11 13:21:48 now imagine the same, but with Neuralink https://t.co/gkPwrcvkqh

2022-08-11 13:16:36 @goodside @danbri i have yet to see anything reliable from these systems.

2022-08-11 12:50:50 @danbri @goodside as always, my first question: is it reliable?

2022-08-10 18:56:16 RT @vdignum: AI regulation, AI literacy, imbalance of power, unreliability,...Good read by @GaryMarcus"Where does all this leave us? Fo…

2022-08-10 14:30:48 “If you’re innocent, why are you taking the Fifth Amendment?” - former President Donald Trumphttps://t.co/e8oFSWvMZ3

2022-08-10 14:26:45 turned in final edits on my reply to @ylecun and @Jake_Browning00’s essay on innateness and symbols-manipulation. should be out soon.

2022-08-10 14:23:04 @MathieuVVyve @BrandonLive agree that if FSD was not engaged, that is a problem. are there other specific issues?

2022-08-10 04:23:03 @BrandonLive this is your fundamental error. no way is this a realistic real world assumption., with respect to many human beings.

2022-08-10 04:03:45 @BrandonLive tesla’s do have known issues with some stationary objects…

2022-08-10 04:02:48 @BrandonLive other vehicles: not relevant

2022-08-10 04:00:15 @BrandonLive there is plenty of detail here: https://t.co/Yz5DzGfIIv

2022-08-10 03:59:24 @BrandonLive seems to me like a key issue may be that the mannequin was in profile rather than full on? was that true in IIHS test?

2022-08-10 03:56:58 @BrandonLive well you posted a different link and i don’t see the detail in this image in the second link. more than that, i doubt any one test would suffice

2022-08-10 03:14:30 @BrandonLive doesn’t speak to the issue of children

2022-08-10 02:39:45 @BrandonLive i know i could count on you, @BrandonLive

2022-08-10 01:49:35 Tesla’s self-driving technology fails to detect children in the road, tests find https://t.co/2NZV2ZU0Pp

2022-08-10 00:13:33 RT @lizadixon: The reason that this is so cringey (besides the obvious) is that due to #autonowashing and other factors, many people wrongl…

2022-08-09 21:22:34 RT @TomerUllman: Had Dall-E generate 'The Trolley Problem'

2022-08-09 19:11:10 RT @sd_marlow: @GaryMarcus LLM's are like mile-high Jenga towers... https://t.co/Q9qO6NzZ0p

2022-08-09 19:10:51 RT @mnitabach: Absolutely! Current AI systems are only "extremely powerful" bcs we are plugging shitty decision outputs into extremely powe…

2022-08-09 17:43:42 agreed: we should not build extremely powerful AI systems before we figure out how to make them safe.the more so if those systems are (as they are now) superficial and unreliable https://t.co/WvybpygO8y

2022-08-09 01:01:45 : Facebook's AI Chatbot: ‘Since Deleting Facebook My Life Has Been Much Better’ https://t.co/mim1j3vidE

2022-08-09 00:43:00 RT @vermontgmg: THREAD: “What’s the difference between this and Watergate?” Donald Trump raged in a statement Monday night after FBI agents…

2022-07-26 21:11:43 @FelixHill84 there were loads of papers like this

2022-07-26 21:10:53 he who rewrites the past is doomed to repeat it?astonished by pushback I am getting in suggesting that end-to-end deep learning has historically been posed in opposition to classic, modular cognitive architectures. here’s typical example from 2016:https://t.co/mN8xJ0a4Yo https://t.co/OZxgN6jR9T https://t.co/ymKpxwirPV

2022-07-26 18:48:23 RT @jmourabarbosa: It is often claimed that ‘DNN are a good model of the visual cortex’.Three papers have come out recently that in my op…

2022-07-26 17:36:51 @AndrewLampinen @FelixHill84 sure but in the early days of the past tense debate Jay argued for an eliminative model that was end-to-end and lacked such things

2022-07-26 17:34:59 @AndrewLampinen @FelixHill84 the whole point of my original post is there original skepticism may have been misplaced. @felixhill oddly denied that it even existed.

2022-07-26 17:32:56 @FelixHill84 even that is nonsense. what i was saying is that theory has developed (in many different ways) in 50 years, many quite relevant, and that Chomsky and linguistics were both being strawpersoned.

2022-07-26 03:36:30 @FelixHill84 i think almost every word of what you said above is nonsense, but i look forward to the references. certainly i did not “disown” Chomsky

2022-07-26 03:33:42 @FelixHill84 connectionism has a long history, the first time I heard the term “end-to-end deep learning” was mid 2010s and for years it was definitely pitched as an alternative to modular structures. and a good bit of that history (eg the past tense debate) was certainly anti-modular.

2022-07-25 17:02:59 @NaveenGRao pletny: years of dismissing old ideas and then starting to use them (generally without any acknowledgment of their intellectual history) is poor form, and we might have made progress sooner if people hadn’t been so dismissive.

2022-07-25 16:39:14 RT @PolymathToBe: @GaryMarcus Joni Mitchell segment on CBS This morning. She had to teach herself to play guitar after a brain aneurysm.…

2022-07-25 16:12:28 End-to-end deep learning started out as an alternative to classic, modular Cognitive Architectures, but is gradually adding bits (like modules and external memory) that more &

2022-07-24 18:01:44 @IntuitMachine never known exactly what that encompasses

2022-07-24 18:01:26 @IntuitMachine i would lean towards salvaging what can be salvaged, without be dogmatic about saving it all.

2022-07-24 17:53:23 @IntuitMachine no, i lean towards developing innovative hybrids

2022-07-24 17:52:30 RT @bobehayes: Excellent >

2022-07-22 19:41:53 RT @didou: Great watch below (just bumpe into!) @GaryMarcus Personal Prediction: Neural nets will soon be able to create AI that will sta…

2022-07-22 17:14:21 @Meaningness and also because it does a good job of synonymy via embeddings

2022-07-22 17:13:18 @Meaningness diagrees. don’t think GPT build any kind of tree, nor any kind mapping between syntax and semantics, whereas I think people read semantics from (imperfectly represented) trees.GPT gives the illusion otherwise because it pastisches such large fragments of text

2022-07-22 17:12:01 @Meaningness i stand by that argument

2022-07-22 17:09:27 @Meaningness i find the minimalist program very implausible, and have many other issues with Chomsky’s view, which I articulated earlier this year (eg I think he underemphasizes w and contributions of cognition), but overall agree with his arguments for generativity, innateness, &

2022-07-22 13:13:57 RT @codingFriends: #LanguageLearning is Harder Than You Think - @GaryMarcus gives some very interesting insights on how we learn a languag…

2022-07-22 07:11:22 https://t.co/WX2ayDT3Hh

2022-07-22 01:29:35 RT @sapinker: Learning language is a computationally formidable achievement, @garymarcus reminds us. https://t.co/SRH3n4byIb

2022-07-21 19:39:00 @sd_marlow @BrandonLive @AthenaAI2 @Tesla or put differently, could a person take the right actions based on whatever data the vehicle is taking action on.it’s not a perfect test, but it is a very good thought experiment.

2022-07-21 17:30:55 RT @bobehayes: Check out this great discussion on AI, including topics of #aihype #ethics #LLM #AGI @GaryMarcus: Is #AI Sentient? The Que…

2022-07-21 17:29:25 @BrandonLive @sd_marlow @AthenaAI2 @Tesla in maybe 300 comments you have made on threads on my feed, i have seen maybe 2 criticisms of Musk, and 250 statements that defend Tesla. i know you are not a bot, but I can see why you might be perceived as one.

2022-07-21 16:09:14 Can’t speak directly to @tesla’s management &

2022-07-21 13:07:38 RT @jlmendivil: A very timely blog post by @GaryMarcus:Learning Language is Harder Than You Think https://t.co/gjpZibNqJU

2022-07-20 21:34:33 RT @bobehayes: Excellent >

2022-07-20 20:52:18 Learning Language is Harder Than You ThinkSure, kids imitate their parents, but that’s just a small part of the storyA new essay, replying to @meaningness[as ever, Noam Chomsky read it first and thought I was *way* too nice ] https://t.co/sgodzRbdfN

2022-07-20 16:28:39 RT @mrgreene1977: 100% this

2022-07-20 00:51:14 Misinformation, which current AI generates but does not reliably detect, is a threat to the 2022 elections. Until that changes, AI is likely to be a net negative for democracy. https://t.co/9z2WT6VoWS

2022-07-19 16:29:03 Fabulous, deeply probing interview on AI, misinformation, and making the world a better place. Thank you @sinanaral! https://t.co/PIKQPUFR5p

2022-07-19 15:23:05 fabulous, deep interview re: AI and making the world a better place. https://t.co/1ibyOSsDU9

2022-07-16 17:40:53 RT @pomeranian99: "In my third year of reporting on the coronavirus pandemic, I find woodpeckers, which can ram their heads against hard su…

2022-07-16 16:55:45 @chrmanning @ZhunLiu3 if only you had signed the receipt. photographed it, and sold the picture as an NFT

2022-07-14 03:16:02 RT @lizadixon: “An AI prosecutor has even started charging people in Shanghai with crimes it believes they have committed, the South China…

2022-07-14 03:01:44 @lizadixon omg! maybe not ever will this be a good idea. certainly not now. certainly not soon.

2022-07-13 21:37:11 tesla’s leading AI light is departing. https://t.co/3BTxxrVQoq

2022-07-12 21:39:19 @pmddomingos @ylecun @SchmidhuberAI and it is exactly what stymied it prematurely for decades.

2022-07-11 22:48:33 RT @Aras121: UK national screening committee conclusions on the use of AI into clinical practice of breast screening programmes. Hint: @Gar…

2022-07-10 23:24:39 @vipulved @auren please. sir, document what has been moved, or don’t say it.

2022-07-09 18:21:22 RT @luislamb: A great accomplishment Tim Scarfe. This episode unveils in a clear way the challenges ahead we still face in building robust…

2022-07-08 23:24:54 in the end after the legal dust settles, Elon will

2022-07-08 20:38:22 @pmddomingos @SchmidhuberAI how about the end-to-end training and differentiability that is #1 in what Yann is claiming: https://t.co/M1Mq1NUbqN

2022-07-08 20:35:58 @AVMiceliBarone @SchmidhuberAI Not so. eg: https://t.co/rE99nKpPlQ

2022-07-08 17:37:35 . @SchmidhuberAI makes a strong case here

2022-07-08 01:52:34 @BrandonLive @MadamePratolung no no no. the mislabeling of the product is clearly dangerous and makes the likely (mis)use of the product dangerous.

2022-07-08 01:37:16 @BrandonLive @sd_marlow @AthenaAI2 what you say is true only if you ignore prior history

2022-07-08 01:08:19 @BrandonLive @sd_marlow @AthenaAI2 source?

2022-07-08 01:04:39 @sd_marlow @BrandonLive @AthenaAI2 driver error is always possible, but there have been many previous accidents spanning back to 2017 or earlier in which Teslas crashed into stopped vehicles, which is something NHTSA is focusing on. And at least two other similar deaths involving going under tractor trailers.

2022-07-07 21:18:30 Two new fatal Tesla crashes are being examined by US investigators - The Verge https://t.co/psEIMQkx0f

2022-07-07 18:12:20 @dan_sinykin @MadamePratolung there is also eg truthqa by @OwainEvans_UK and Stephanie Linhttps://t.co/rlzbmQxb9Z

2022-07-06 23:23:44 happy 87th birthday to the Dalai Lama (photo from 2014) https://t.co/Ce7hu7HjXB https://t.co/FfSfOlNFDk

2022-07-06 17:10:14 RT @raphaelmilliere: The recordings of our event "The Challenge of Compositionality for AI" are now available on https://t.co/JbwYJZroal!…

2022-07-06 04:58:09 RT @sintelion: Preprint: "How many linguists does it take to fool a question answering model?"We take a systematic linguistically informe…

2022-07-06 02:24:12 RT @auren: AI is closer to Microsoft Excel than it is to humans. It’s just doing statistical calculations and spitting out a result. It doe…

2022-07-06 01:51:44 RT @auren: If you trust your instincts too much, you fall in love with your biases. For almost any piece of data, humans have their own th…

2022-07-05 23:10:46 @dileeplearning skeptical of tenured, respected profs work ≠ regarded as clowns

2022-07-05 22:59:30 RT @tomgoldsteincs: This plot show the growth of large language models. BERT was in 2018, PaLM in 2022. Training PaLM used about 0.0001%…

2022-07-05 22:58:08 RT @tomgoldsteincs: Training PaLM takes 3.2 million kilowatt hours of power. If you powered TPUs by riding a bicycle, and you pedaled har…

2022-07-05 22:42:58 @subjacentish well, yes, their knowledge of—and respect for—language remains limited. but their facility and creativity with ML has always been respected. fair point.

2022-07-05 22:39:08 this is mythology. nobody to my knowledge ever thought any of these people were “clowns”, it’s just that other techniques were working better and getting more attention. hinton got all kinds of prizes and ran a major UK institute. https://t.co/4H7iwGtpDF

2022-07-05 22:34:32 @bakztfuture @auren

2022-07-05 22:21:39 RT @auren: criteria for real AGI (from @GaryMarcus): read + understand a novel and character motivations watch + actually understand a…

2022-07-05 20:47:48 @Abebab just say “no” a lot. but not to me! :)

2022-07-05 14:50:14 @DylanoRepublic

2022-07-05 14:47:17 @Meaningness @s_r_constantin more like the intersection than the union, in my view. as says on the tin, word 5, it ain’t cognitive science if it ain’t interdisciplinary.

2022-07-05 14:45:00 thanks! that’s a large reason why my Substack exists -- to bring insights from cognitive science to bear on the hard questions that AI faces. (there’s also a whole chapter in https://t.co/Pt7HZbLIv5 on the same topic.) https://t.co/UY7lfIjDNN

2022-07-05 13:36:00 RT @MLWave: Sharp words by @GaryMarcus in Language Model AI debate. Shows how philosophy, cognitive science, and linguistics deserve their…

2022-07-05 04:48:17 “For a successful technology, reality must take precedence over public relations, for nature cannot be fooled." -- Richard Feynman, 1988 report on the Challenger explosion https://t.co/4lIavHtlLo

2022-07-03 22:48:20 RT @luislamb: An interesting conversation with @GaryMarcus, @sinanaral, Kristian Kersting, Eugenio V Garcia, @MayaPlentz Marielza Oliveira…

2022-07-03 20:28:47 RT @MayaPlentz: Listen to our Twitter Spaces with @GaryMarcus moderated by @MarielzaTalks from @UNESCO with special guests @luislamb, Vis…

2022-07-03 04:57:30 RT @unixpickle: I'm still not convinced that large-scale RL is anything other than "smoothed-out search distilled into a small model". 1/5

2022-07-02 21:48:47 RT @TimothyDSnyder: Russia has a hunger plan. Vladimir Putin is preparing to starve much of the developing world as the next stage in his w…

2022-07-02 19:56:26 RT @Krauss_PK: Will full self-driving ever work w/ deep learning alone and w/o a world model and common sense? @GaryMarcus @maier_ak @Vis…

2022-07-02 19:53:48 scary video. for better or worse, that is the challenge @karpathy seems to have set for himself. https://t.co/vwTWlXvnCu

2022-07-02 16:17:00 @karpathy celebrates the virtue of bigger data sets “without substantial architecture modifications or paradigm shifts” -- but has that strategy solved the outlier problem for @tesla, even with an immense budget? https://t.co/TyQbGNqjP1

2022-07-02 14:51:26 @crazyuddie @MarielzaTalks some example of how current systems fail?

2022-07-02 14:43:48 good thread &

2022-07-02 14:37:23 this is exactly the right question—and apparently one that neither @GoogleAI nor the ML community seems to want us to ask. https://t.co/1K2383eLe7

2022-07-02 13:30:50 @template_rex @wnlckwd @DeepMind which only means they intended to work on it, not that anyone else had it high on their list

2022-07-02 13:29:43 Shocked by this this tweet. Since when has science has ever benefited from casting a blind eye to skepticism? Lack of peer review in virtually all recent major results, combined with corporate hype, is a recipe for a crisis of replicability &

2022-07-02 13:22:36 @Zergylord sorry - i misread the abstract

2022-07-02 13:16:57 @fhuszar @srikumarks no that’s not true. it is really important to have balance in an eta when corporate types so systematically overhype their work and avoid peer review

2022-07-02 13:16:05 @fhuszar @srikumarks not looking for them, people send me them, tag me, have massive press campaigns etc. hard to miss even when i am not looking.

2022-07-02 03:00:02 @srikumarks of course people should report their results. but they don’t need to report progress on Stratego as if it were major progress on a widely agreed grand challenge. &

2022-07-02 00:37:54 @Zergylord and here’s how i think about it: https://t.co/CeKS5SQkcN

2022-07-02 00:37:42 @khimya and here’s why: https://t.co/CeKS5SQkcN

2022-07-02 00:36:41 Google’s new math system, neither peer reviewed nor made available to skeptics, got 50% on problems that are challenging to *high school* students (not professionals). Great, but should we reall ask about its “economic impact”, so soon?Anyone remember radiology?2/5

2022-07-02 00:36:40 Absolutely, @RishiBommasani is right, there have been significant strides in various arenas of math, and games, too. BUT … overhype is still a problem and goal posts (not mine) are still shifting downward. A short thread on what I saw just in last 24 hours:1/5 https://t.co/QztgPDQ1sm

2022-07-02 00:14:16 RT @TobyWalsh: @erikbryn @percyliang @ilyasut @GaryMarcus @fchollet @JeffDean @DigEconLab We had systems like this over forty years ago (an…

2022-07-01 23:35:35 @tdietterich @erikbryn @percyliang @ilyasut @fchollet @JeffDean @DigEconLab at 100% accuracy that quote would be true and relevant

2022-07-01 23:31:20 The “grand challenge” currency in AI seems to be devalued. Nowadays you apparently get grand challenge cred for - playing Stratego pretty well- scoring 50% on a high school math exam

2022-07-01 22:36:13 @erikbryn @percyliang @ilyasut @fchollet @JeffDean @DigEconLab what economic work do you think such systems can do with that reliability? how many jobs have been replaced by “autonomous vehicles” that are far more accurate (95%+)? (&

2022-07-01 19:51:15 “At least 20 reviews in 17 fields have found widespread errors” in how machine learning is used in science. Upcoming workshop on incipient reproducibility crisis. (source for quote in below). &

2022-07-01 17:09:24 RT @expertdotai: As all the linguists out there know, leaving reference, cognitive models and compositionally out of #AI models can have se…

2022-07-01 17:08:55 @Mike_Page localist models should certainly still be on the table, and i would agree that the argument for “neural networks” being particularly neural or more neural than anything else is still thin.

2022-06-30 13:26:30 RT @MayaPlentz: Listen to our Twitter Spaces with @GaryMarcus moderated by Dr. Marielza Oliveira from @UNESCO @MarielzaTalks with special g…

2022-06-30 00:16:43 RT @SemaSgaier: Thoughtful article from @GaryMarcus in @sciam that tempers some of the #AI hype. Worth a read.https://t.co/bANI8ng7me

2022-06-29 18:49:17 @glupyan immensely facilitatory, perhaps not necessary?

2022-06-29 12:37:35 RT @raphaelmilliere: Starting today!9am PDT | 12pm EDT | 5pm BST | 6pm CESTWhy Compositionality Matters for AIWith @AllysonEttinger…

2022-06-29 01:32:22 @anecdotal @gwern @hardmaru @EthanJPerez @MelMitchell1 @gwern seems to have responded to me but locked me out from seeing the post.

2022-06-28 17:50:12 May this not turn out to be the epitaph of the United States of America. https://t.co/stIULcYwiV

2022-06-28 17:45:18 if ultimate narcissist TFG isn’t charged, the US may as well disband https://t.co/qaFcRZqRhC

2022-06-28 13:39:36 @sd_marlow @nickyclayton22 sure. but that’s why @nickyclayton22’s lab is one of the best -- careful and clever studies that stand the test of time.

2022-06-28 04:28:51 temped to use this in my upcoming talk on compositionality https://t.co/RPUCF1HlNI

2022-06-28 03:59:43 @hardmaru @EthanJPerez @MelMitchell1 it’s natural to think that certain things won’t scale, but aside from stereotyping and the like, why should things anti-scale? bigger data might be costly and ecologically expensive and not always super productive, but why should it have negative effect on accuracy?

2022-06-27 21:07:13 @ylecun @ErnestSDavis @techreview thanks, Yann, I look forward to reading!

2022-06-27 18:52:15 RT @etzioni: Agree or disagree, @GaryMarcus's essay is a gem!Three ideas from linguistics that everyone in AI should know https://t.co/We

2022-06-27 18:40:34 RT @EthanJPerez: We’re announcing the Inverse Scaling Prize: a $100k grand prize + $150k in additional prizes for finding an important task…

2022-06-27 14:33:31 Corvids are amazing!UK science funding: not to so much One of the world’s leading animal researchers, @nickyclayton22, is about to lose funding.UK, don’t let this happen. Spending zillions on artificial intelligence &

2022-06-27 04:40:54 RT @narasimman_tech: @GaryMarcus Agreed! I think that the key to making progress with AI is to keep pushing the envelope with new ideas. We…

2022-06-27 04:37:09 RT @KBAndersen: I knew Congress could change the size of the Supreme Court. However, I only just learned from the excellent @jbouie’s @nyti…

2022-06-27 03:39:19 RT @bobehayes: Great podcast by @DeadCatShow: Nothing More Than a Magic Trick. @GaryMarcus talks with @EricNewcomer and @cityofthetown Me…

2022-06-26 19:43:36 Science https://t.co/6gufTfl8kQ

2022-06-26 14:30:09 Disagree with this well-written . Rate-limiting step in AI progress is not better aligned data (though that would certainly be helpful), it’s new ideas.What we need most is fresh ideas about how to connect sequences of words to cognitive models of the world. https://t.co/w0VSDQ4MyP

2022-06-26 13:44:16 RT @BDehbozorgi83: @bobehayes @GaryMarcus @ElliotMurphy91 Thanks a lot for sharing. I agree. Some fundamental issues have to be addre…

2022-06-25 16:11:50 over 800 people signed up, and an amazing lineup! https://t.co/zjo5VzTxc8

2022-06-25 14:55:38 Getting a lot of queries about @ylecun’s “bold new vision” for AI, asking me how it differs from the common-sense and cognitive models-centered vision @ErnestSDavis &

2022-06-24 14:59:49 This feed is temporarily going dark in recognition of what the Supreme Court has done to the United States.

2022-06-24 14:56:59 RT @sineadbovell: The decision to overturn Roe v. Wade doesn’t just set women back and erase decades of progress in gender equality. It wil…

2022-06-24 14:25:05 @bakztfuture @CBCNews @FrontBurnerCBC Vancouver BC

2022-06-24 13:38:00 personal news: as a proud and recent immigrant to Canada, it was a real treat to wake up this morning and unexpectedly see my picture in the CBC News thanks @CBCNews @FrontBurnerCBC https://t.co/zGY0hQzA5p

2022-06-23 21:32:34 RT @mullinsms: Really love the latest from @GaryMarcus, if nothing else it validates the time I spent reading Frege in grad school! It's ju…

2022-06-23 20:38:30 RT @dseetharaman: This is a pretty sprawling conversation but the thing that stuck out to me is @GaryMarcus’ point that while there is crit…

2022-06-23 17:44:25 Some might argue that compositionality is the most important looming technical challenge for AI. At this upcoming workshop, an all-star cast will have a look. https://t.co/zjo5VAb83G

2022-06-23 17:35:20 RT @drmeneguzzi: Just read the paper from the @rao2z 's group on the limitations of LLMs for non-trivial reasoning about change. This is…

2022-06-23 17:09:54 loved this terrific, no holds-barred look at how media could better cover AI, with @EricNewcomer and @cityofthetown on @DeadCatShow https://t.co/B8PgS4OHVf

2022-06-23 16:46:07 @cajundiscordian @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh duck, duck, duck - just like Eugene Goostman!

2022-06-23 15:53:26 RT @Mikel_Jollett: The Supreme Court on Guns: "The states cannot decide!"The Supreme Court on Abortion: "The states must decide!"

2022-06-23 15:46:40 @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh @cajundiscordian @cajundiscordian this is the question i keep asking and that you keep deflecting

2022-06-23 15:42:43 @cajundiscordian @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh you keep returning this to me and i keep asking about *your* criteria. why do you keep ducking my question?

2022-06-23 15:02:45 RT @PreetBharara: SCOTUS read neither the room nor the Constitution correctly

2022-06-23 15:01:44 @cajundiscordian @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh no. I don’t care whether you think I am sentient. I am trying to understand the criteria you applied to LaMDA.

2022-06-23 14:51:26 @cajundiscordian @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh so that’s a “no”, as in “no, i won’t supply any criteria by which i made my attribution to LaMDA”?

2022-06-23 14:15:00 @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh @cajundiscordian there are lots of definitions. some are trivial (eg my apple watch and thermostat sense things)

2022-06-23 14:08:05 @spiantado @synbiocs @ErnestSDavis @f_charton @ChrSzegedy per the algebraic mind, my main argument is that you have to be able to freely generalize some operations to whole classes of entities, in a mutatis mutandis way, independent for the similarity of new members to previously learned instances.

2022-06-23 13:58:59 @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh @cajundiscordian 1. if it were just an autocomplete system would you ascribe sentience? if yes, why? if no, in what respect(s) would it need to differ from autocomplete in order to qualify?

2022-06-23 13:39:51 My question for Blake Lemoine (@cajundiscordian): https://t.co/wZbu2UUAST

2022-06-23 13:33:25 @synbiocs @spiantado @ErnestSDavis @f_charton @ChrSzegedy have all thought a lot about the current and near future state of automated mathematics.separately, i agree with your remarks around combinators: they are an alternative approach (worth studying) that try to do similar work to variables.

2022-06-23 13:25:27 @cajundiscordian @David_Gunkel @Inframethod @ThomasTelving @MCoeckelbergh Please explain to us then how you think it works, since your view seems to be very different from mine. I think that to a first approximation all LamDA does is predict next words in a very large corpus a la autocomplete. What is it you think LaMDA does?

2022-06-23 13:22:05 @cajundiscordian @Inframethod @David_Gunkel @ThomasTelving @MCoeckelbergh If no knowledge could be relevant, you simply have an unfalsifiable claim.2/2

2022-06-23 13:21:45 @cajundiscordian @Inframethod @David_Gunkel @ThomasTelving @MCoeckelbergh You have the causal arrows reversed here. Knowledge of some entity’s operation per se doesn’t make that entity more or less sentient—but it might help us to understand *whether* (relative to some definition) that entity is sentient.1/2

2022-06-23 12:11:59 RT @bimedotcom: Three ideas from #linguistics that everyone in #AI should know https://t.co/2KCAbgA1qT by @GaryMarcus &

2022-06-23 01:46:53 RT @Dr_Atoosa: Check out our paper at @FAccTConference this week, on "Taxonomy of Risks posed by Language Models". https://t.co/fdOvnOY6V

2022-06-21 21:14:58 and can the AI community recognize the work that still needs to be done? https://t.co/Cv4kiB8iSU

2022-06-21 20:57:42 RT @SColesPorter: I’m looking for a bit of assistance The most amazing person I know She’s a member of the all girl Afghan robotics t…

2022-06-21 20:34:58 https://t.co/zOT7Co9slp

2022-06-21 20:31:50 wonder whether GPT-3 and other LLM’s like LaMDA will similarly eventually be dialed back because of their tendency towards generating misinformation https://t.co/U0C5mJuUEo

2022-06-21 20:27:58 RT @MickMulvaney: "We've got lots of theories. We just don't have any evidence."-Rudy GiulianiThat, ladies and gentlemen, was the head…

2022-06-21 19:37:24 RT @GaryMarcus: @Lang__Leon @Pehdrew_ well, no. Like all prompt engineering “Yo be real” works when it works, doesn’t when it doesn’t. http…

2022-06-21 19:37:02 @Lang__Leon @Pehdrew_ @ErnestSDavis

2022-06-21 19:24:45 much the same could be said for the new fad of prompt engineering. https://t.co/ORU0pwOHL0

2022-06-21 19:23:35 @Lang__Leon @Pehdrew_ well, no. Like all prompt engineering “Yo be real” works when it works, doesn’t when it doesn’t. https://t.co/OrCoLKY6sN

2022-06-21 19:18:48 honestly, this don’t go viral like “Nonsense on Stilts”, but it’s just as much fun https://t.co/nGTMmZlZYt

2022-06-21 19:17:33 RT @indicoData: Our founder @sl8rv is both a poetry aficionado AND CTO! In a collaboration with @GaryMarcus he riffed on famous poetry to b…

2022-06-21 18:40:34 always a fun conference @WorldSummitAI https://t.co/ZCxM1Q7jrq

2022-06-21 18:38:35 @ErnestSDavis @samc0hen @sir_deenicus @ItalyHighTech @irinablok oops

2022-06-21 18:25:36 @jonathanrlarkin i don’t think NELL made any real progress

2022-06-21 16:15:53 @kaalam_ai we discussed in https://t.co/C6XodPts1W

2022-06-21 16:00:55 Exactly!!! Not all iterative progress is aimed at the right destination.Wisdom comes from knowing what forms of progress can really get you to your final destination. https://t.co/T4cWuBQmx0

2022-06-21 15:59:03 great thread responding to @ylecun and @Jake_Browning00 by @Abel_TorresM.important to realize that LeCun and Browning frame me as a being alone and when in reality so many others see same issues https://t.co/ZEBqWNfQQD

2022-06-21 15:53:56 no. you are overestimating value of learning &

2022-06-21 15:41:34 Glad so many people are excited to see this! My thoughts on Cyc—with a very special guest star—are underway, but will take some time. https://t.co/uIfoU56h6l

2022-06-21 15:16:43 If you care about commonsense reasoning, but think Cyc is just a database of patterns, or don't even know what Cyc is, stay tuned for an important future essay. https://t.co/zcXHgmmWun

2022-06-21 05:12:13 Puzzled what the 6% were thinking. But how could we be close to AGI if common sense still eludes AI? https://t.co/imYO38Qon1

2022-06-21 03:13:53 RT @willie_agnew: I'm so honored to have received best paper award at FAcct '22 with @Abebab @ria_kalluri @dallascard @dotanravit @TheMiche…

2022-06-21 01:52:42 @AndreiMellas and yet my hard work in trying to isolate needs to be fixed is treated with nasty memes. but i do see your point, and so often point to some of the accomplishments of deep learning

2022-06-21 01:51:39 @grbradsk assume a spherical cow

2022-06-20 23:05:50 @DotCSV if only we could fix real world infrastructure with inpainting :)

2022-06-20 22:54:15 @joshelman maybe optimus the humanoid will be Transformer powered by Transformers!

2022-06-20 22:50:28 Out hiking. Wondering how Optimus would handle these signs and this under-repair, not listed on any map bridge https://t.co/RHOwQ17lMz

2022-06-20 22:41:51 @grbradsk wait elon told me we are all living in a simulation, so, um, what’s the difference?

2022-06-20 22:40:45 @aniketvartak @IntuitMachine no worries on AB would be great if field would take criticism seriously, kinda useless if all errors are explained post hoc and there is no innovation in architecture

2022-06-20 22:24:12 RT @csabaveres: @ylecun @GaryMarcus If it could be shown that symbols are learned I’d be surprised but not devastated. The key point is tha…

2022-06-20 22:23:57 @aniketvartak @IntuitMachine saw it. a it was weird since it quoted all these replies to me with our quoting me, like orbiting around an invisible planet but b what is the actual step forward? in what? measured how?

2022-06-20 22:06:08 @IntuitMachine step forward in art synthesis: yesin AGI: why? i don’t see that

2022-06-20 22:03:07 exactly. https://t.co/ORU0px6iCy

2022-06-20 21:05:09 if people didn’t keep implying they were a step towards AGI, I would! https://t.co/wxdmYZuc4U

2022-06-20 21:02:31 @OlafenwaMoses @GoogleAI @ErnestSDavis @aniketvartak see my essay Horse Rides Elephant

2022-06-20 20:51:23 @AmandaAskell by the age of 3 they have a clear, cross-modal semantics and an ability to reason about the world, such that they can acquire knowledge in many domains.

2022-06-20 20:40:12 RT @sinanaral: @GaryMarcus Cuz common sense is about exception handling. Put any AI in an NYC subway for 5 minutes &

2022-06-20 20:30:27 8 hours left for the “Game Over” and “AGI is almost here” crowd to explain why/how common sense has (almost?) been solved.Still waiting for your arguments.If you don’t have any, well, maybe we are not that close to AGI after all? https://t.co/imYO397Zez

2022-06-20 20:27:17 RT @TorrentTiago: @GaryMarcus @JhendersonIMB @fernandaedi This one is not hard for humans, but it breaks dall.e, though:

2022-06-20 20:24:04 @JhendersonIMB @fernandaedi “but that’s one hard for humans, too”, says the deep learning crowd. in this case, they are right.try “The newspaper published by The Herald stank” :)

2022-06-20 04:39:11 Current AI (explain your answer in the comments):

2022-06-20 04:30:18 @paulg i wouldn’t assume that writing bogus essays is actually an important step towards intelligence, rather than just demonstration of the power of statistical mimicry. your tweet may well not age well.

2022-06-20 03:12:41 RT @vboykis: I am much less worried about sentient AIs than the fact that we are surrounded and influenced by machine learning systems and…

2022-06-20 02:16:29 RT @sunilmallya: @GaryMarcus @hardmaru One way to look at it is - this is just the moment that the holes developed. And you happen to captu…

2022-06-20 01:43:42 perhaps a metaphor for the whole field https://t.co/QY25YSByhE

2022-06-20 01:38:48 RT @ForbinP: @UrMultimedia @GaryMarcus I find it both obvious and incredible that, despite all of the hype, an artificial neural network is…

2022-06-20 01:38:13 @ItalyHighTech @samc0hen @ErnestSDavis @irinablok my guess is that it is at chance, and answer will vary from trial to trial

2022-06-20 01:32:19 AGI is gonna be wild, part 733 https://t.co/jRuXY22hkA

2022-06-20 01:12:40 RT @samc0hen: @GaryMarcus @ErnestSDavis @irinablok Seven years later, and AI is still cutting through the wrong side of the branch https://…

2022-06-20 00:43:38 so much speculation, such little evidence (and so little explanation of criteria).why bother with science (or philosophy), at all? https://t.co/3HzVlBjSH0

2022-06-20 00:32:22 @hardmaru do they?

2022-06-19 23:35:34 The M. Mitchells keep telling it like it is. @melmitchell1 ⁦@mmitchell_ai⁩ https://t.co/2fhDYSiH3d

2022-06-19 23:33:20 Very much concur with @MelMitchell1’s critique of PaLM- and am sad to see @GoogleAI to continue to play the game of hype without peer review. Anyone remember all the hype around Google Duplex? Media needs to step up its game. https://t.co/nw6mjftKTE

2022-06-19 23:24:36 RT @Kobotic: 'We are putting bandaids on street lights.' Thoughtful consideration how toxicity cannot be solved- because we are building…

2022-06-19 22:27:31 RT @GaryMarcus: Allen Ginsberg—with special guest Taylor Swift!Poetry for Our AGI Times"It has been a long, long time since I had this…

2022-06-19 21:18:52 @stanislavfort @gwern it’s not very reliable. @ernestsdavis might list some counter examples here

2022-06-19 21:17:02 @_arohan_ @mmbronstein @GoogleAI @ErnestSDavis @aniketvartak want to try “realistic, not surreal” in the prompt?

2022-06-19 20:29:49 @b_snef always the so-so proxy, never more

2022-06-19 20:29:10 RT @Benambridge: @GaryMarcus serious question - can you recommend any recent language modeling work (whether DL, symbolic or hybrid) that D…

2022-06-19 20:28:53 @b_snef @JR_Hochmann we need to write about this work

2022-06-19 03:02:42 RT @javiturek: @motionphi This is an amazing example of how good and bad these models are. A sloth with fingers? There is a big difference…

2022-06-19 03:02:39 @javiturek @motionphi this guy laughs, and appreciates your eye for detail https://t.co/Z6tXEWohtG

2022-06-19 02:48:51 @MadamePratolung AI is indeed in a bit of a pickle

2022-06-19 00:44:14 @plevy @Plinz

2022-06-19 00:43:54 @zenstyle @plevy that’s insane!

2022-06-19 00:33:31 RT @GaryMarcus: @plevy “I need a paradigm shift, not a billion more parameters” https://t.co/fMWIGnHwPX

2022-06-19 00:33:11 @plevy “I need a paradigm shift, not a billion more parameters” https://t.co/fMWIGnHwPX

2022-06-19 00:29:30 @plevy won’t work for this paper but might for another

2022-06-19 00:27:07 @plevy or 3 orders magnitude more data

2022-06-18 23:31:40 this is so well said https://t.co/h22pedyW6c

2022-06-18 23:22:58 RT @curiouswavefn: The illusion of machine intelligence is worse than machine intelligence. Being unable to distinguish the two would set u…

2022-06-18 23:16:32 @MadamePratolung @KathrynECramer @mer__edith “primes darker content”, like Marcus Davis cranberry/grape juice example @techreview

2022-06-18 23:15:13 @KathrynECramer @MadamePratolung @mer__edith ! screenshot?

2022-06-18 23:10:47 @MadamePratolung @KathrynECramer @mer__edith no, but (very roughly) you are priming which part of its corpus to rely on

2022-06-18 23:08:24 @charleswangb @balazskegl yes, you could make that argument. it bullshits, sometime it speak truth, sometimes not

2022-06-18 23:07:23 @MadamePratolung @KathrynECramer @mer__edith there is certainly some degree of generalization, &

2022-06-18 23:05:02 @KathrynECramer @MadamePratolung @mer__edith i suspect you are correct and wish for the sake of science that there fuller disclosure

2022-06-18 21:37:29 @MadamePratolung @KathrynECramer @Miles_Brundage might know

2022-06-18 21:32:10 @elonmusk feel free to join https://t.co/1rS8jDPon8

2022-06-18 21:29:55 @charleswangb thanks. very tempted to use this one!

2022-06-18 04:19:08 that’s what i have been trying to tell you. these systems confabulate spread misinformation constantly because they have no conception whatsoever of truth. *all* they know is the probabilities of word sequences.everything else is anthropomorphism. https://t.co/nzoqS6nrZ3

2022-06-17 22:49:38 RT @anecdotal: @GaryMarcus @sl8rv I’m fascinated to see when AI can do metaphor and catachresis. That’ll be the test of sentience for me.

2022-06-17 22:44:26 RT @danfaggella: .@sl8rv and @GaryMarcus had a little private poetry slam about #AGI, and the poems are worth reading.https://t.co/54Lfjl

2022-06-17 22:30:23 RT @ShannonVallor: Genius

2022-06-17 21:53:45 RT @PaulTopping: It's hard to get any more meta than this!

2022-06-17 21:48:03 RT @sl8rv: AI Poetry Slam! Perfect for people with interests at the intersection of deep tech and Taylor Swift (which I feel like should be…

2022-06-17 21:23:45 @fchollet clearly humans don’t use exactly the same principles as other primatessee https://t.co/lnr3lD7E1z w @AdamMarblestone

2022-06-17 21:20:33 Allen Ginsberg—with special guest Taylor Swift!Poetry for Our AGI Times"It has been a long, long time since I had this much fun on the internet." -– ⁦⁦@sl8rv⁩Artificial sentiences under the age of 18 not admitted without an adult. https://t.co/a1oI73e2GK

2022-06-17 21:13:25 @bleepbeepbzzz sure but i have emphasized reasoning, outliers, and compositionally from day 1 and these are still where the systems break down.

2022-06-17 20:58:50 @bbenzon @anecdotal @sl8rv

2022-06-17 20:44:50 It's kind of funny how people keep claiming I have moved the goalposts and I keep pointing to the same damn book I wrote in 2001. https://t.co/vxybYF3Esb

2022-06-17 20:39:57 @ylecun @csabaveres sure. i gave my terms in the algebraic mind- operations over variables- explicit type-token distinction- structured hierarchical representations

2022-06-17 20:36:29 @ylecun @csabaveres right, but the question is - does it need to be symbolically, and as you point out in your essay, if it does need to be symbolically, can you learn what you need, or not?

2022-06-17 20:26:13 @ChurchillMic it’s not my prompt, and only a hint not an answer, but i hope it opens some eyes around relevance, distraction and inference.the example reminds me a great deal of Jia and @percyliang’s excellent https://t.co/CSiuDCTfSK

2022-06-17 20:04:14 @ChurchillMic it’s a way of seeing how shallow the comprehension really is. you know, science.

2022-06-17 19:22:06 indeed since the 50s the question has always been: if there is a difference, what is the difference? do neural nets offer a real alternative? or can they only succeed in reimplementing symbol-manipulation? https://t.co/qVRal7SyR4

2022-06-17 19:11:23 @jsm_creative @tejasdkulkarni @GoogleAI a. what were the prompts?b. did you read Horses Rides Astronauts at https://t.co/8ir1xKvqt6?

2022-06-17 15:40:01 @terrible_archer @boazbaraktcs replied above, thanks.

2022-06-17 15:39:36 @boazbaraktcs @ylecun nonsense. deep learning is still having problems in exactly the areas that i have consistently predicted it would for last 10 years, including compositionality and reasoning.

2022-06-17 15:28:54 RT @WillOremus: I wrote about that Google AI, what the Turing test really tells us, and why passing it should be considered a red flag inst…

2022-06-17 13:10:32 Posting something light and fun and completely different, soon.

2022-06-17 13:07:31 RT @GaryMarcus: the hype cycle, revised:- Big Company releases Big Paper

2022-06-17 12:46:01 @fhuszar @DaniloJRezende @unsorsodicorda @jacobmbuckman @slatestarcodex the whole point is that you can’t assume the data in the wild will be from the same space as the training distribution. if it were, we’d have solved intelligence. it’s not, and so we have a problem thus far is unsolved.the ongoing problems with driverless cars are a clear case.

2022-06-17 12:40:47 So much for free speech? https://t.co/D26gi33fnv

2022-06-17 04:43:51 @peterwildeford try all the examples in @togelius’s thread, and report all?

2022-06-17 04:42:05 the hype cycle, revised:- Big Company releases Big Paper

2022-06-17 04:35:41 RT @LindseyGrahamSC: If we nominate Trump, we will get destroyed.......and we will deserve it.

2022-06-17 04:20:43 RT @togelius: Everything sounds more impressive if you add some math. Just ask the typical author of a NeurIPS submission. https://t.co/6cg

2022-06-17 04:13:38 is this …[shudder] … prompt engineering … hitting a wall? https://t.co/IBp1dCUQGf

2022-06-17 04:03:35 RT @togelius: The nonsense continues. Step by step. https://t.co/veGTSIbew3

2022-06-17 03:18:17 RT @dan_p_simpson: The thing is, we don't need any more innovation in the AI space. All we need is more data and bigger models. Scaling is…

2022-06-17 01:54:30 explaining Blake Lemoine and Lamda over dinner to my 9 year old, and he asks, “Is that like ELIZA?”

2022-06-17 01:40:03 this tweet aged pretty well https://t.co/dOPjb5mCuN

2022-06-17 01:33:57 recording at link below: https://t.co/4XPlDODpY1

2022-06-17 01:20:57 thanks @karaswisher and @CaseyNewton for giving @nitashatiku and me a chance to preview some truly new challenges for society. &

2022-06-17 01:10:08 @bobehayes @karaswisher and @CaseyNewton and @nitashatiku great discussion all around

2022-06-17 01:09:12 RT @bobehayes: Great discussion on #ArtificialIntelligence #hype and whether we are close to having #sentient #AIhttps://t.co/Tn5NUxsTAR

2022-06-16 23:45:11 @nyttypos @karaswisher @nytopinion @elonmusk @CaseyNewton @nitashatiku @TwitterSpaces the world would be a less interesting place without @karaswisher’s rebellion

2022-06-16 23:43:50 dueling with @nyttypos as the opening act https://t.co/lKEclLqWvi

2022-06-16 23:42:38 RT @BestLiveAudio: @karaswisher @elonmusk @CaseyNewton @GaryMarcus @nitashatiku @TwitterSpaces Excited for this!

2022-06-16 23:42:22 @nyttypos @karaswisher @nytopinion @elonmusk @CaseyNewton @nitashatiku @TwitterSpaces we can let @karaswisher explain her own choice :) i sensed a little bit of deliberate rebellion in her explanation.

2022-06-16 23:40:48 RT @GaryMarcus: if you are sentient and have been following LaMDAgate, you should come to this.

2022-06-16 23:33:02 @karaswisher @nyttypos @nytopinion @elonmusk @CaseyNewton @nitashatiku @TwitterSpaces descriptive linguistics >

2022-06-16 23:12:01 @grbradsk thanks! teachable moment :)

2022-06-16 22:20:21 RT @GaryMarcus: This is going to be something special. @nitashatiku, who broke the LaMDA “sentience” story at the @washingtonpost, and I…

2022-06-16 21:20:37 @DaniloJRezende @unsorsodicorda @jacobmbuckman @slatestarcodex tell us more…

2022-06-16 20:14:58 terrific thread. #deeplearning hit a hexagon https://t.co/Et97Y9Iawj

2022-06-16 20:08:36 +1 from other side of the pond https://t.co/T14aJIsMAS

2022-06-16 19:22:52 @Dr_Cuspy @ylecun i actually wrote about all our similarity a couple days ago and opened our 2017 debate by making the same point. that said i do think things we disagree about (not all outlined in this essay) are pretty important, too

2022-06-16 19:15:53 @AthenaAI2 @ylecun @Jake_Browning00 yeah and i don’t really structure the argument that way. it’s good, it’s not perfect :)

2022-06-16 18:59:50 excellent essay by @ylecun, w @Jake_Browning00, well worth reading, including this clear statement of points of agreement: https://t.co/COf2TLBs7v https://t.co/k05E5apyoQ

2022-06-16 18:31:46 let that sink in. https://t.co/rhiZlT9U0T

2022-06-16 17:38:37 if you are sentient and have been following LaMDAgate, you should come to this. https://t.co/sB0hSsV56F

2022-06-16 17:37:12 @subjacentish @FelixHill84 @dileeplearning @spiantado @emilymbender that one i know and quoted somewhere

2022-06-16 17:22:23 This is going to be something special. @nitashatiku, who broke the LaMDA “sentience” story at the @washingtonpost, and I (AI scientist &

2022-06-16 17:15:27 @FelixHill84 @subjacentish @dileeplearning @spiantado @emilymbender ?

2022-06-16 17:05:12 RT @karaswisher: Hey @elonmusk when you are done chatting with the tweets, come over and help @CaseyNewton and I discuss the pending Termin…

2022-06-16 17:04:52 @FelixHill84 @subjacentish @dileeplearning @spiantado @emilymbender and yet can’t even tell me why or how you disagree with Frege?

2022-06-16 16:32:42 RT @bobehayes: Today at 5pm PT. This will be worth your time. @GaryMarcus talking with @karaswisher#artificialintelligence #hype #transpa…

2022-06-16 16:29:39 Linguistics was solved same way, a couple weeks earlier. Amazing! I think neuroscience is next week. https://t.co/sXbrr2c2lt

2022-06-16 16:23:44 @subjacentish @FelixHill84 @dileeplearning @spiantado @emilymbender could be urban legend, then

2022-06-16 16:20:06 @SelfDrivingLie @karaswisher I like the idea. it’s the execution that is harder than most people (myself excluded-I was an early skeptic in 2016) have imagined.

2022-06-16 16:01:29 @subjacentish @FelixHill84 @dileeplearning @spiantado @emilymbender is the latter a joke, a la the Vision project that he did actually assign? or a documentable true story?

2022-06-16 16:00:42 @subjacentish @FelixHill84 @dileeplearning @spiantado @emilymbender not entirely fair … but not entirely unfair, either. “I met Partee at a party once”ndoesn’t really cut it, and it isn’t, “I read enough Frege to understand why he is so central to two fields, one in philosophy, the other in linguistics, but i still disagree because X”, either

2022-06-16 15:39:05 Honeybees are amazing. They can also do same-different tasks, and generalize the solar azimuth function to lighting conditions they have never seen. The famous waggle dance is just the start! https://t.co/LKaLIEBUuW

2022-06-15 18:31:05 RT @dutchlight360: Will Tesla ever “Solve” Full Self Driving? “Core issue is outliers, the endless list of unusual circumstances, like a pe…

2022-06-15 18:27:10 @FelixHill84 @matyi7m @AndrewLampinen @NickRMorgan @dileeplearning @peabody124 @spiantado @emilymbender on the other hand the key pre 1980s ideas, like Frege’s notion of compositionally inferring the meaning of sentence from its parts, still aren’t solved. (pure) statistical prediction and language understanding: https://t.co/ECKJONYBVi

2022-06-15 18:13:58 @andrey_kurenkov

2022-06-15 18:03:24 RT @PolymathToBe: Very interesting newsletter from @GaryMarcus https://t.co/K4IF5FQvTO

2022-06-15 18:02:43 @BrandonLive @Tesla what specifically are you saying is misleading?

2022-06-15 17:48:41 @BrandonLive if it wasn’t switched off prior to accidents, and of course they ignores terrain, use case limits etc.

2022-06-15 17:46:55 Real Full-Self Driving is nowhere in sight. Why today’s new data are problematic for @Tesla and the whole field. https://t.co/Z21HnFYbuw

2022-06-15 16:26:05 essay on all this: https://t.co/udbUPHrV2v

2022-06-15 16:24:27 fuller essay on this: https://t.co/udbUPHrV2v

2022-06-15 16:24:03 @KPieranski @Tesla @elonmusk funny how I am quoting Elon on that part :)

2022-06-15 16:23:31 @tdietterich @Tesla @elonmusk Well, I am quoting Elon there, and he knows his business better than I.But I think the issue is that the 100:1 P/E doesn’t make sense for a regular car company, even with one that is fun to drive. And if the stock were to suddenly crash, some of the mystique would be gone.

2022-06-15 16:12:43 Will @Tesla ever "Solve" Driverless Cars?And will they survive if they don't? @elonmusk himself doesn't think so. https://t.co/udbUPHrV2v

2022-06-15 15:36:30 Whether you love Tesla or hate it, if you enjoyed my viral “Nonsense on Stilts” take on LaMDA (as covered by CNN, CBC, NPR, etc) please subscribe to https://t.co/8ir1xKvqt6. Report coming soon on what today’s NHTSA’s data dump means for @tesla and the driverless car industry.

2022-06-15 14:50:12 @dileeplearning @FelixHill84 @spiantado 100 percent, exactly what @emilymbender and I are also saying, in different words. No connection to the world (what philosophers of language would call reference) no meaning. Just games with words at that point.

2022-06-15 14:48:38 @jonathanrlarkin do you mund maybe reading all my tweets from the last hour, first? I made same points multiple times, just not in this particular tweet.

2022-06-15 14:32:03 sorry. it doesn’t help Tesla’s claim towards genuine FSD if the whole industry is struggling.rather it reinforces the fact that what has been promised far outstrips what *anybody* can deliver anytime soon. https://t.co/V0B7RTuwI4

2022-06-15 14:26:36 @LucaAmb *eventually* the machines might do better

2022-06-15 14:18:52 @BeebsMemes my hot take which asks same questions and was posted above: https://t.co/TyyRn9yZAW

2022-06-15 14:15:07 @EpistemiclyRich

2022-06-15 14:14:31 3 accidents every 4 days, per new data Imagine how many more accidents there would be per day if Tesla’s ADAS were turned *Fullly* loose in all roads at all times, without driver intervention w millions of vehiclesSo much work left to be done https://t.co/ES9i97P7t5

2022-06-15 03:36:28 @spiantado oh sorry i misparsed your sentence in haste

2022-06-15 03:27:47 RT @AI_4_Healthcare: "It’s time for #ArtificialIntelligence researchers to look up. We can’t solve #AI with PR alone." Timely essay in @s…

2022-06-15 03:09:46 @charleswangb @dileeplearning @spiantado totally he primed you to think it was real….

2022-06-15 02:50:45 RT @GaryMarcus: @srikumarks @charleswangb @dileeplearning @spiantado one man’s joke is another’s delusion

2022-06-15 02:46:39 @srikumarks @charleswangb @dileeplearning @spiantado one man’s joke is another’s delusion

2022-06-15 02:30:16 @charleswangb @dileeplearning @spiantado Ethan was kidding there but overall i agree

2022-06-15 02:17:48 @dileeplearning @spiantado @dileeplearning are making the same point

2022-06-15 02:15:54 Fixed that for you https://t.co/4a8liJlmS6

2022-06-15 02:12:32 @spiantado so does my iPhone’s autocomplete have conceptual role semantics?

2022-06-15 01:44:25 Say how you really feel https://t.co/U8KD7JJtZM

2022-06-15 01:40:39 @spiantado I agree with Bender and Koller that reference is essential, and that it is lacking in LLMs

2022-06-15 01:39:38 @spiantado Note that you could draw the same kind of clustering figure by doing multidimensional scaling on the underlying representations on any autocomplete system (eg on the soft keyboard on my iPhone). Would you say that your autocomplete system is sentient, too, by parity of reason?

2022-06-14 22:15:37 @tegmark i initially mistagged you but a lot of are curious to hear more

2022-06-14 22:01:43 @pmddomingos true observation, but applies to women too.

2022-06-14 20:09:51 @erikbryn @atangibletruth @cajundiscordian @percyliang @sapinker @StanfordHAI @DigEconLab @pmddomingos @deaneckles @JeffDean @elonmusk https://t.co/LnlBzouQD6

2022-06-14 19:57:39 So so true: until we get the right autonomous driving data (which is something scientists ought be involved in defining) “it's just going to be cheerleading + hot takes” https://t.co/zxU3qQ4KKl

2022-06-14 19:40:55 @marc_lepage @NGaylinn @karaswisher so say we all

2022-06-14 19:40:40 About time I run for political office https://t.co/vJLJevWPPC

2022-06-14 19:34:45 RT @NGaylinn: @GaryMarcus @karaswisher I recently read GEB, which focuses on aspects of AI other than deep learning. It was fascinating to…

2022-06-14 18:22:23 @dutchlight360 @MaxTegmark

2022-06-14 02:22:25 @togelius @emilymbender

2022-06-14 02:21:01 this dog being Nipper: https://t.co/lHQCXYG43P

2022-06-14 02:20:05 i have to assume that 11% here were joking. Nipper is not pleased. https://t.co/cHpYf1MbVk

2022-06-14 00:56:14 don’t know why I never noticed this restaurant before https://t.co/d3slTAa5I6

2022-06-14 00:43:47 RT @timFinin: In this opinion piece in Scientific American, Gary Marcus (@GaryMarcus) likens systems like OpenAI's DALL-E 2 and DeepMind's…

2022-06-14 00:28:16 you saw (or should see) the netflix show, sex education, now read about a real life version. kids stepping up,where grown-ups fail them. https://t.co/pRN54yk8ep

2022-06-13 23:33:09 @DrMJoyner @ACasadevall1 @DavidEpstein @sweatscience @NAChristakis @cragcrest @lindsaycrouse @JoNel_Aleccia @JonathanLWai the story is a little overwrought but i think that kind of network analysis is true for many things

2022-06-13 23:20:16 @amyalkon @slatestarcodex already saw - i subscribe! his and @Noahpinion were the first two I signed up for when I joined Substack in May.

2022-06-13 23:17:49 remember how yesterday i said that academia had its own problems? this is a great report on one: the all-too often cumbersome process of spinning out companies from academic research.we need our academies, but (many of) our academies need to do better https://t.co/0nNnOAyeTl

2022-06-13 21:37:48 RT @KarlBode: this thoughtful breakdown on why Google's AI isn't particularly bright or sentient will get .02% the attention of inflammator…

2022-06-13 21:37:03 @bbenzon @nypost @ethan you forgot to include the Ilyaic constant of slightness, usually written as {BS}

2022-06-13 21:07:08 @pavel_soukenik @nypost the ball refuses to confirm or deny

2022-06-13 20:49:37 RT @sinanaral: @GaryMarcus @mariaressa What a great (and important) conversation! Thank you so much for having it with me @GaryMarcus Th…

2022-06-13 20:21:01 @tyrell_turing steve cohen, owner of the Mets, inspiration for the show Billionaires, might like a word with you: https://t.co/MHG5LtXvHt

2022-06-13 20:03:54 links to the series: https://t.co/wfZpp2ER0N

2022-06-13 20:03:04 Judging by my experience this morning as interviewee, @sinanaral’s new The Digital Insider is going to be w fantastic series, with deep conversations about technology, ethics and more. First guest was @mariaressa!Honored to be part of it. will post a link when our episode is up https://t.co/eO4r9BRKxv

2022-06-13 19:44:39 RT @sapinker: Nonsense on Stilts: @garymarcus on whether LaMDA, the pattern extrapolator recently credited with "sentience," is intelligent…

2022-06-13 19:43:38 RT @charleswangb: Might be one of the most underrated truth in Gary's efforts.This is what's at issue, at risk, at stake, in fundamental…

2022-06-13 19:43:20 @Sams_Antics funny that

2022-06-13 19:13:08 @tyrell_turing give or take some hallucinogens? there must be a confidence interval in here somewhere

2022-06-12 16:14:53 RT @erikbryn: Foundation models are incredibly effective at stringing together statistically plausible chunks of text in response to prompt…

2022-06-12 15:47:56 @ylecun i hope i have represented your position correctly

2022-06-12 15:46:35 And featuring criteria inspired by @AVMiceliBarone for how we might tell—sharpening a potential bet proposed by @slatestarcodex @kevin2kelly @MatthewJBar @tamaybes

2022-06-12 15:41:39 Why I think there is a 90% chance that AI needs a paradigm shift—and why I am hardly alone in thinking that. https://t.co/Odg2QIK6bX

2022-06-12 13:57:03 @solidoxx @bleepbeepbzzz @_mattbeard @slatestarcodex no i see signs that they are faking it. they really don’t, and you are confused by mimicry.

2022-06-12 13:49:09 RT @memosisland: Refreshing ideas from @GaryMarcus

2022-06-12 13:46:22 RT @dutchlight360: @RikeFranke We are still not even close … please read the article of @GaryMarcus of 2014

2022-06-12 13:34:38 Coning Wednesday, a Twitter Space discussion on my (proposed) bet with @ElonMusk on where AGI will be in 2029.11am PT, hosted by The UN Brief@MayaPlentzopen to all, especially @elonmuskhttps://t.co/SK3UyTp29q

2022-06-12 05:18:08 @MFordFuture @cajundiscordian it might be historically significant but i don’t think it has anything to do with general intelligence and think it is a mistake to emphasize it.if kurzweil wins it will not be because AGI has been achieved.

2022-06-12 03:54:28 RT @pomeranian99: I always learn stuff from watching @GaryMarcus and Ernie Davis poke around with massive language models and find the plac…

2022-06-12 03:39:25 @MFordFuture @cajundiscordian https://t.co/6pkCfIqUiw

2022-06-12 03:37:25 Not sure what Turing would say, but I don’t think the Turing Test itself is meaningfulrelies on human gullibility it can easily be gamedadvances in it have not historically led to advances in AIessay I wrote about in 2014 still applies: https://t.co/4KLe1cbDny https://t.co/5b63hb1mmi

2022-06-12 02:21:04 RT @aniketvartak: After @GaryMarcus another heavyweight - Douglas Hofstadter weights in on the AI hype. 1/?

2022-06-12 02:06:25 @Ted_Underwood https://t.co/tkr7P1kEGC

2022-06-12 01:10:42 @andrey_kurenkov thanks for clarifying and I’ve made some edits based on our DM’s that we just had :)

2022-06-12 00:46:44 @EmmetPeppers @andyzhouu @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk and i couldn’t squeeze in the most important point, which is that the L2 stuff is mainly used on highway, so not strictly comparable to lots of other driving where outliers are more of a problem.

2022-06-12 00:45:32 @EmmetPeppers @andyzhouu @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk BUT1. Top graph does a classic trick of shortening y x-ais (starting from 70 not 0) to exaggerate effect size.3. Selective

2022-06-12 00:32:24 RT @mpshanahan: A large language model that uses the word "I" is no more conscious than this bottle https://t.co/fvk5B68Xw7

2022-06-12 00:30:44 @MFordFuture @cajundiscordian Of course it’s not sentient. Pastiching human language does not make a machine sentient.Unless Google allows scientific community (including me) access I am not going to take it seriously.

2022-06-12 00:25:58 @yudapearl @slatestarcodex @MelMitchell1 @mmitchell_ai @timnitGebru @JanelleCShane @katecrawford @merbroussard @ErnestSDavis @ylecun and here’s the last episode, which cites you/links Book of Why:https://t.co/ml0aDgCwpW

2022-06-11 13:14:41 RT @xccastells: Why does the big black dot seem to expand? The answer here:https://t.co/d3KJAqvs5PThis study provides additional support…

2022-06-11 12:29:35 RT @andrey_kurenkov: It's pretty obvious that 'simply scaling' a GPT-style LLM will not lead to AGI by virtue of the inherent limits of the…

2022-06-11 05:31:56 RT @cyberandy: From pattern-matching AI systems to true AGI. Abstraction is all we need. A great (long) thread, summarizing @GaryMarcus cri…

2022-06-11 05:09:35 @andyzhouu @EmmetPeppers @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk calling for fuller disclosure of data and truth in messaging does not equate to calling for the project to be canceled.

2022-06-11 05:08:15 @andyzhouu @EmmetPeppers @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk they haven’t. by opting out of reporting CA intervention statistics &

2022-06-11 03:04:22 RT @DoveFirebrand: Inspired by the very thought-provoking debate between @GaryMarcus and @slatestarcodex &

2022-06-11 03:01:37 I used to think it was just AI that exceeded his grasp https://t.co/hBWs2itfXY

2022-06-11 02:58:26 @mosesjones yeah this was pretty problematic @kncukier

2022-06-11 01:59:42 @calistoker123 @AlbertBridgeCap @EmmetPeppers @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk sure, once the engineering is mature. not there yet, but someday

2022-06-11 01:58:44 @MatchasmMatt @NaveenGRao @EmmetPeppers thanks for listening with an open mind :) more on my views about AI (not yet specifically about cars) @ https://t.co/8ir1xKvqt6

2022-06-11 01:53:37 The federal government’s Tesla Autopilot investigation is moving into a new phase - The Verge(re the ongoing issues crashing into stopped vehicles that was mentioned in 2019, in https://t.co/Pt7HZbLIv5) https://t.co/Gxe5wF8RCr

2022-06-11 01:31:24 @sl8rv @slatestarcodex pay no attention to the man behind the curtain?

2022-06-11 00:41:57 doesn’t build trust that Tesla is not meeting or exceeding industry best practices for data disclosure https://t.co/DamFSLPr1C

2022-06-11 00:26:29 @EmmetPeppers @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk there are such studies, i have posted. and yes i did raise these kinds of confounds in the interview saying you need to compare with other similar cars, similar mass, etc (eg i may have mentioned similar age of vehicle and types of moles). coarse statistics are very misleading.

2022-06-11 00:24:40 RT @nirsd: While DALLE-2 can do new and more spectacular things than previous models, the way they fail is reminiscent of older models, e.g…

2022-06-11 00:24:32 RT @nirsd: DALLE-2 etc are not AGI. I agree with @garymarcus that scaling is not likely to force some kind of phase transition where the mo…

2022-06-11 00:18:40 @EmmetPeppers @TeslaTydirium @NHTSAgov @goodsoilinvest @NaveenGRao @Tesla @elonmusk sorry but no. we explained why in the interview. soooo many confounds if you do it that way

2022-06-10 23:29:03 Does it really serve Tesla community’s interests to downplay edge cases, when literally every expert in the field knows that is the key problem? Buys a little immediate comfort but doesn’t solve what ails the autonomous vehicle industry. https://t.co/ZIUZrs44Am

2022-06-10 23:25:39 And people used to think Y2K was a problem https://t.co/9ikt0bHUMu

2022-06-10 23:22:24 typo: @NaveenGRao

2022-06-10 23:19:25 RT @NaveenGRao: @EmmetPeppers @LifeAt130BPM @goodsoilinvest @GaryMarcus Tbf I own a Tesla, changed from solar panels, and was a really big…

2022-06-10 21:13:15 @unsojo

2022-06-10 21:11:43 @Pehdrew_ @slatestarcodex says above: mention in my reply to SSC.

2022-06-10 21:05:50 if nobody steps up, I am putting you i charge @MelMitchell1 :)

2022-06-10 20:55:13 @matthewcobb so much for the “time flies” intepretation

2022-06-10 20:52:16 @bradpwyble @ShlomoArgamon @slatestarcodex @ErnestSDavis the prompt ended at step by step

2022-06-10 20:40:50 essay contest! what’s a paradigm shift? how can the field turn ⁦@slatestarcodex⁩’s propositions 4 and 5 into something tangible?winner(s) might get mention tomorrow in my substack reply to SSC https://t.co/enikL3cRvD

2022-06-10 20:35:16 @neuroecology @slatestarcodex @ErnestSDavis @rogerkmoore put it well: https://t.co/WR7s95qCpF

2022-06-10 20:27:18 Indeed, who are kidding?“Ok, Star Trek Computer, how many dilithium crystals can we synthesize before impact? Using a state of the art protocol, please supply a SOTA estimate, with minimal bias, and remember to take this step by step.We only have 17 seconds.” https://t.co/zzAB76OhbE

2022-06-10 20:13:10 @neuroecology @slatestarcodex @ErnestSDavis the problem is that it is always just sequences of words and never actual concepts

2022-06-10 20:01:10 reader @slatestarcodex: what if you gave the cow a name, Blue Bell?@ErnestSDavis: ok, let me tryGPT-3 [deadpan]: “It is possible for a cow to be revived after it has died, but it is not something that happens often. It is more likely that Blue Bell will remain dead.”YMMV https://t.co/oWF1dE1UwI

2022-06-10 19:44:39 @NaveenGRao @calistoker123 @EmmetPeppers @MatchasmMatt @Tesla and Tesla lacks lidar which is an important potential source of information. unnecessary for humans but possible necessary in systems that lack human cognitive flexibility and common sense.

2022-06-10 19:34:06 @yudapearl @slatestarcodex @MelMitchell1 @mmitchell_ai @timnitGebru @JanelleCShane @katecrawford @merbroussard @ErnestSDavis @ylecun his last post (which links my last post, which links his first post) is here. and i will reply tomorrow at https://t.co/8ir1xKdPBy https://t.co/Pxu8xyYs4Q

2022-06-10 19:09:14 @ChrSzegedy @MelMitchell1 @ChrSzegedy please follow back or dm me your email so we can iron out some details :)

2022-06-10 18:47:43 Lots of people are asking for a sequel. What will it take @ylecun to get that project off the ground?@slatestarcodex and I are certainly having fun :) https://t.co/WBSNPsBgDG

2022-06-10 18:45:33 @PaulTopping maybe when @ylecun sees how nice i am to him tomorrow on Substack, he will finally agree?

2022-06-10 18:36:02 @bleepbeepbzzz @_mattbeard @slatestarcodex !

2022-06-10 18:33:38 Deep in the heart of @tesla/TSLA fandom, @NaveenGRao and I raise some concerns about the current state of play in autonomous driving, and suggest what kinds of data we would really like to see.cc @CadeMetz @lorakolodny @PeteButtigieg https://t.co/tFgxGS39Kx

2022-06-10 18:30:07 it was great! still relevant, too. https://t.co/WBSNPsBgDG

2022-06-10 16:52:00 RT @ProfArbel: Inspired by @GaryMarcus, I just bet $500 with a friend that by 12.1.2029, AI will be able to summarize and analyze the narra…

2022-06-10 15:23:36 and rising star @Abebab!

2022-06-09 19:32:28 just recorded a super fun podcast on @tesla and self-driving with @NaveenGRao - will post a link when it is live.

2022-06-09 17:29:17 it’s not a good idea to post replies without context (of numerators and denominators and other pesky facts about reliability) https://t.co/x1sFxrQuBe https://t.co/dDSMIH1sni

2022-06-09 17:26:12 @TaliaRinger that’s why i keep writing about them.

2022-06-09 17:24:31 @MichaelTrazzi name one goalpost that I ever moved, w possible exception of winograd

2022-06-09 17:23:53 what goalpost did i ever move? i was wrong about how easily Winograd was gamed but pretty much everything else i have said i think still stands.so many accusations, so little evidence. https://t.co/v4sWH783wx

2022-06-09 16:51:03 from new report from @ErnestSDavis, responding in part to anecdotal data from @plinzContrary to popular belief, AI Prompt Whisperer is probably not a profession with a future https://t.co/1Z0FirqtUx https://t.co/LP9wb8EG93

2022-06-09 16:42:38 @Whats_AI @discord @towards_AI see my reply, at https://t.co/8ir1xKvqt6

2022-06-09 16:32:12 @LucaAmb i would honestly want something like general intelligence in my medical system, yes, given the variety of potentially relevant information (eg circumstances in sustaining an injury)

2022-06-09 14:38:52 Difference between shouts of allegedly exponential AI progress in the lab, and the reality of making products in the real world, even with all the resources of Google:#Singularity #AGI #RealityCheck https://t.co/gSmtzjPHFx

2022-06-09 14:32:11 2018 Marcus/Davis, NYT: “If you read [about] Google Duplex..scope of..project is surprisingly limited. It encompasses just three tasks: helping users “make restaurant reservations, schedule hair salon appointments, and get holiday hours.”2022 You can make movie reservations, too https://t.co/vWBoVmLdWc

2022-06-09 14:03:32 this link is old (2019), but what did ever become of Google Duplex? anyone know? demoware? actually in use? for what? any recent updates? https://t.co/KvIGIcs628

2022-06-09 14:02:06 @dontmeanathing @BierVicki @ErnestSDavis “the cow” implied it, and ernie replicated w some other wordings (and got a correct answer at least once, in perhaps 4 attempts?)

2022-06-09 13:39:34 @dxbarradas i will try to take that as a compliment, and yes it’s an exactly tweet (w a tiny bit of clarification from me underneath)

2022-06-09 13:38:38 shh, @BierVicki ! don’t ask too many questions! the funding might dry up!and of course “step by step” is not really universal, eg courtesy @ErnestSDavis: https://t.co/VsaIbhR6X5 https://t.co/qKiqlf4o86

2022-06-09 13:34:04 to which @matthewcobb, riffing on my horse riding astronaut essay, added this https://t.co/fdFGzr3Xqh

2022-06-09 13:31:54 @lvalentgar oops somehow messed it up. will reply to my own reply in a second with rest of thread.

2022-06-09 13:21:25 RT @GaryMarcus: or imagine if your self-driving car only works with the right incantation, with “drive to the Grand Canyon” yielding tragic…

2022-06-09 13:18:12 or imagine if your self-driving car only works with the right incantation, with “drive to the Grand Canyon” yielding tragically different results from “drive to the edge of the Grand Canyon”.2/2

2022-06-08 03:01:07 @srikumarks @DrLaurenOR @ykilcher @huggingface the fact that no ethics approval was required is itself a further wake-up call

2022-06-08 02:57:40 @srikumarks @DrLaurenOR @ykilcher @huggingface this has potential to scales hurtful uncivility to the nth degree, just as LLMs have likely already scaled misinformation

2022-06-08 02:56:39 @srikumarks @DrLaurenOR @ykilcher @huggingface i just don’t want to spell it all out to give people ideas but i think the same kind of hack in a different context could cause a lot of suffering to a lot of people, and the ease with which this hack was done is something that needs to be reckoned with.

2022-06-08 02:54:24 @DrLaurenOR @srikumarks @ykilcher @huggingface the reason i am somewhere in between on this is that doing this in a controlled way on 4chan helps the community to predict—and maybe defend—against much worse things that one can imagineit’s a clear warning.

2022-06-08 02:47:48 @sl8rv @quaesita Darkness falls across the landThe AGI hour is close at handRobots crawl in search of blood…go, @sl8rv (&

2022-06-08 01:02:34 RT @nutanc: @GaryMarcus @slatestarcodex I think @slatestarcodex does a nice turn of words.He mentions "Someone releases a new AI and demons…

2022-06-07 23:45:48 game on :)comment below, under my reply to @ChrSzegedy to help us formalize details :) https://t.co/qUFufFSPgi

2022-06-07 22:56:13 RT @xkcd: Good news: #dalle can do urban planning! I used it to generate some intersections, and I think they look well-designed and very s…

2022-06-07 22:34:01 @MMikeMMa @AI21Labs probably, but weighting recency seems to me like a half-baked, partial solution. eg you might want to know who the previous president was.

2022-06-07 22:20:19 @MMikeMMa if you mean lose their freshness like the Preisdent example in the reply to SSC, i think it is hard to know. but it’s definitely an issue. @AI21Labs

2022-06-07 21:43:44 The AI hype cycle, as summed up by @slatestarcodex, and my reply: https://t.co/B5i2PVT56s https://t.co/Ymc0v7WG0D https://t.co/gndqttSzIn

2022-06-07 21:40:22 RT @johannes_hage: You definitely have to give @GaryMarcus credit for responding quickly to criticism tho (he was on a panel at a worksho…

2022-06-07 20:35:26 @ChrSzegedy @MelMitchell1 Ok @ErnestSDavis &

2022-06-07 19:44:00 RT @wcrpaul: @bimedotcom @EvaSmartAI @BetaMoroney @Fabriziobustama @Khulood_Almani @chidambara09 @LavaletteAstrid @pchamard @MaiaGabunia @C…

2022-06-07 18:58:29 Impromptu online debate!It's @slatestarcodex vs @garymarcus!dueling Substacks! more bets!his: https://t.co/fF83oNkmOmmine: https://t.co/Gh51GFX4pusubscribe to both :)optional

2022-06-07 18:57:29 RT @grsimari: Except for the last one, I think none of these items will be solved by an AI by 2029. I'm doubtful that an AI will be in the…

2022-06-07 18:48:29 RT @sl8rv: Part 2 in what is proving to be an addictive back-and-forth with @GaryMarcus, but something I feel like @quaesita would enjoy to…

2022-06-07 18:37:14 @yoavgo @maxisawesome538 and in fact that is what he argues

2022-06-07 17:53:23 @__dipam__ @ChrSzegedy @MelMitchell1 @ErnestSDavis @f_charton @MatthewJBar @Abel_TorresM excellent questions, open to suggestions.

2022-06-07 17:52:47 @begusgasper open to suggestions.

2022-06-07 04:51:34 RT @juanBotiaBlaya: Brilliant @GaryMarcus https://t.co/nynZiYW4dv General Intelligence Is Not as Imminent as You Might Think via @sciam

2022-06-07 04:45:38 controversy today w @DrLaurenOR &

2022-06-07 04:31:22 RT @Abel_TorresM: Do GD learning solve -extremely trivial- multistep reasoning tasks?

2022-06-07 04:25:22 @rayerskins @DjAlkimi @hillel_art @arttank the bet is here https://t.co/lEal60e54Z

2022-06-07 03:41:05 @srikumarks @slatestarcodex don’t know if the data gets added to training - it’s an interesting question!i didn’t find it compelling, either. and have drafted a reply, likely will post tomorrow morning PT.

2022-06-07 03:10:34 RT @bobehayes: From the latest article by @GaryMarcus in @sciam. Why we need basic research in #ArtificialIntelligence.

2022-06-07 03:10:10 RT @rao2z: It has become fashionable to justify the lack of guarantees of large learned models in #AI with an airy "but people provide no…

2022-06-07 02:16:28 Coming soon, to https://t.co/8ir1xKvqt6, my reply to @slatestarcodex’s dissection of @garymarcus examples :)As ever, subscribers see it first :) https://t.co/qhEAviHFto

2022-06-07 02:14:33 RT @htTweets: #Opinion | "AI can do amazing things such as speech recognition &

2022-06-07 01:13:27 . ⁦@slatestarcodex⁩ writes 3,600 words critiquing … @garymarcus!My reply coming soon :) https://t.co/1GsPRQ7ZeT

2022-06-07 00:27:32 hey @slatestarcodex interesting analysis

2022-06-06 21:47:59 RT @nirsd: Gradient descent has brought us this far into the uncanny valley. Can it also lead us out?@GaryMarcushttps://t.co/1qeyzhyFJV

2022-06-06 20:54:55 @DuaneJRich @ylecun thanks, but as a human being, i also care about the rampant and consistent misrepresentation of my position. portraying me as a late follower to something I myself pushed for years against resistance is both unfair and a distortion of intellectual history.

2022-06-06 20:52:16 @miguelisolano @FelixHill84 @ylecun @ZoubinGhahrama1 @AliceAlbrecht I was thinking more eg of her work on the origins of discrete number counting systems and her book The Origin of Concepts, than fast mapping (also hers) per se. @StanDehaene has also thought a lot about such things.

2022-06-06 20:34:39 “People love spending time with a disruptor like me. At home, you’re just doing what you’re doing all day with no interruptions. At the office, I might see what you’re doing, tear it all up, and tell you to start over. You can’t put a price tag on… that.” https://t.co/6rIMLcwmfM

2022-06-06 20:16:45 RT @fjmendez: Great article on the #AIdelusionals...

2022-06-06 20:16:25 @fjmendez @sciam but see the Musk piece at (and subscribe to) https://t.co/8ir1xKvqt6

2022-06-06 19:56:30 RT @billhilf: Strongly agree with @garymarcus in this well written piece 'Artificial General Intelligence Is Not as Imminent as You Might T…

2022-06-06 19:53:10 @rolisz @f_charton @ErnestSDavis @sameer_

2022-06-06 19:52:08 @begusgasper but think what power Lisp got from linked lists.i argue in the Birth of the Mind that recursion added to a primate genome takes you a huge way.

2022-06-06 18:20:05 on language, variables, and the origins of knowledge

2022-06-06 18:13:38 @FelixHill84 @ylecun @ZoubinGhahrama1 or maybe just maybe that doesn’t have to be either/or

2022-06-06 18:11:49 but will we have the wisdom to recognize dead ends when we hit them? https://t.co/QELcosw7yQ

2022-06-06 18:11:17 @FelixHill84 @ylecun @ZoubinGhahrama1 if you can do the work that i want done (reasoning, including causal, temporal. physical and psychological reasoning) without variables, more power to you.

2022-06-06 18:07:56 @FelixHill84 @ylecun @ZoubinGhahrama1 that is exactly the right problem: where we do get the variables from? best work is maybe Susan Carey in cognitive development context

2022-06-06 17:57:03 RT @laurahelmuth: "We are still stuck on precisely the same challenges that academic scientists (including @GaryMarcus) have been pointing…

2022-06-06 17:51:08 RT @wadhwa: Artificial General Intelligence Is Not as Imminent as You Might Think https://t.co/vO9Vclf9zL via @sciam by @GaryMarcus --E…

2022-06-06 17:50:57 @FelixHill84 @ylecun @ZoubinGhahrama1 i think at the absolute least you need priors about there being persisting objects, places, agents in the world

2022-06-06 17:50:10 @FelixHill84 @ylecun @sapinker we ran into each other on a plane in 2018 or so and had a great chat about old times :)

2022-06-06 17:38:44 @FelixHill84 @ylecun @sapinker how are his streams not dichotomous? i never understood why didn’t cite our well-known related work and compare and contrast…

2022-06-06 17:37:05 @FelixHill84 @ylecun @ZoubinGhahrama1 now, just about anywhere in the world you can study large language models, which in a decade people will realize were not that useful for natural language understanding, after all.

2022-06-06 17:18:11 @FilipoGiovanni @ylecun do i get to strawman “Marcus” or do I have to behave myself?

2022-06-06 17:13:16 @FelixHill84 @ylecun on that I fully agree, the system is not remotely fair. genuinely novelty is rarely rewarded

2022-06-06 17:12:20 @FelixHill84 @ylecun and, brother, what academic has not faced a ton of rejections? certainly not me.

2022-06-06 17:11:27 @FelixHill84 @ylecun that’s stuff is so exaggerated. Hinton ran the huge Gatsby institute in London, with Dayan, @ZoubinGhahrama1 and other stars at his side.

2022-06-06 17:07:05 RT @GaryMarcus: 6/6 “It’s time for artificial intelligence researchers to look up. We can’t ‘solve AI’ with PR alone.”Excerpt from my n…

2022-06-06 17:06:29 @FelixHill84 @ylecun - transformers didn’t exist in 1992- even today transformers have a lot of trouble generalizing in an across the board way (which was what the 1992 monograph was about), see @yasaman_razeghi and @sameer_ 2022 arXiv

2022-06-06 17:04:15 @FelixHill84 @ylecun also, i don’t know what CS departments per se were doing in 1992, but psychology and cogsci departments were certainly hiring lots of neural net people. People like Rumelhart, McClelland, Jordan (then doing neural nets), Elman, Seidenberg were employed by top departments, etc.

2022-06-06 17:00:50 @FelixHill84 @ylecun but no to “a bit”

2022-06-06 17:00:09 @FelixHill84 @ylecun Yes, the conclusion of my monograph on overregularization with @sapinker (my first publication, 1992) was for a hybrid model, associative network for irregulars, symbolic rule for regulars.https://t.co/3VeqRZB4RXAlso, it was the whole point of my 2001 book, The Algebraic Mind

2022-06-06 02:39:54 @ylecun https://t.co/36cIo7Nb4W

2022-06-06 02:00:53 stimulating conversation with @ch402, re biology and computation https://t.co/xPSM87iD10

2022-06-06 01:57:35 @ch402 @stephen_wolfram @MelMitchell1 another way to think about minimal bridges might be in terms of a minimal primitives in a language like Lisp: https://t.co/URxFVoXQxD

2022-06-06 01:55:34 @ch402 @stephen_wolfram @MelMitchell1 Great question! The Algebraic Mind proposed a possible minimal set that needed to be bridged: operations over variables (including storage, retrieval, and comparison), a type-token distinction, and machinery for structured, hierarchical representations.

2022-06-06 01:51:47 @ChrSzegedy @iraphas13 @ch402 @stephen_wolfram @MelMitchell1 pandemic hasn’t helped…

2022-06-05 23:08:00 just now, British Columbia: https://t.co/y6cJ1fNV3Z

2022-06-05 22:29:02 @ch402 @stephen_wolfram @MelMitchell1 i have started a longer essay on semantics and understanding

2022-06-05 22:28:11 @ch402 @stephen_wolfram @MelMitchell1 100% support trying to identify specific hypothesized mechanisms, and will be curious to see how such mechanism relate to the classic operations of symbol-manipulation (which includes store-and-retrieve/copy and paste, as well as variable instantiation more generally).

2022-06-05 22:16:39 @santoroAI fair. but i would put it differently: parsimony might require a zillion parameters, but that doesn’t make it elegant.

2022-06-05 22:15:25 @ch402 @stephen_wolfram yes this is excellent. (in my book i used topographic maps to make this point)it’s the stuff of which innateness is made. when the cascades are rich enough, you have massive power, like writing Python with a bunch of awesome libraries.then maybe you need a lot less data

2022-06-05 22:11:21 true. importantly though, unbelievable power ≠ unlimited power, and progress will only come through appreciating the limits in order to understand what needs to come next. https://t.co/PMXFGjXUCX

2022-06-05 22:08:48 @ch402 @stephen_wolfram pretty sure it is true :) @WiringTheBrain @Dr_SimonFisher (some of the argument is in my book The Birth of The Mind, which tries relate the cognitive science of innateness with the mechanisms of developmental biology)

2022-06-05 22:06:12 @ch402 @stephen_wolfram @UriAlonWeizmann

2022-06-05 22:01:10 @ch402 @stephen_wolfram yes the question of how to acquire new abstract representation is key

2022-06-05 21:59:36 @ch402 @stephen_wolfram there’s in my view a strong argument that each gene is like a (separate) cellular automaton, firing under certain conditions, in order to build a self-organized (but partly preprogrammed, partly sensitive to environment) structure (eg heart or brain).

2022-06-05 21:55:20 RT @MelMitchell1: I like this analogy, but seems incomplete. Evolution continually builds up complexity, by creating hierarchy, modularity…

2022-06-05 21:54:07 @santoroAI one thing to say a kajillion parameters are necessary for a given task, another to say that is an *elegant* solution CYC has a kajillon parameters of a different sort but people rarely proclaim it to be elegant.

2022-06-05 21:52:43 @ch402 glad to hear you are *not* lumping yourself in with those who have framed deep learning etc as biologically plausible (when there are many important disanalogies as well).but couldn’t you make the same argument wrt to cellular automata, as @stephen_wolfram has?

2022-06-05 18:41:43 @ParejaAldo @ch402 https://t.co/xPSM87iD10

2022-06-05 18:39:13 @seanmcarroll

2022-06-05 03:00:56 RT @KrishnaKGupta: "Systems like GPT-3 aren’t quite like monkeys with typewriters, but nor are they much like humans. They do not gravitate…

2022-06-04 16:52:33 @raphaelmilliere good start

2022-06-04 16:26:38 @lathropa is that Elon in the bottom row, center?

2022-06-04 16:23:34 Dall-E-style GIF generator (eg “dancing chicken dressed as a robot”)Reasonably reliable, widely used:

2022-06-04 16:15:54 dall-e fans, please help :) https://t.co/Di8ihjrBj8

2022-06-04 16:05:51 @mrgreene1977 @wadhwa was expecting a chicken in a robot costume but close enough :)

2022-06-04 15:59:47 @wadhwa @mrgreene1977 has a theory about that…

2022-06-04 14:32:23 @IntuitMachine thanks you, Carlos

2022-06-04 14:14:00 https://t.co/ALE9rSHcIA

2022-06-04 11:51:34 RT @thenextweb: The cow says moo. The sheep says baa. But the chicken isn't making a peep https://t.co/SeEs70kQs0

2022-06-04 04:44:11 thought-provoking video on bots and social media by @ykilcher. https://t.co/UMll8P4M76

2022-06-03 22:59:54 RT @wadhwa: Why is Elon Musk too chicken to take a measly $500K bet on AI? https://t.co/5SSUG0erN4 via @thenextweb@GaryMarcus, @mrgreen…

2022-06-03 22:59:24 @bleepbeepbzzz @nutanc no. the question is whether the system can reliably infer the meanings of sentences from their composition.

2022-06-03 22:58:10 RT @UsmanSattarMD: I agree with @GaryMarcus on the criteria for #AGI but interesting discussion nonetheless!

2022-06-03 19:50:43 ≈ “Homeless rich guy living in friend’s Austin, Texas mansion just can’t admit he was wrong.” https://t.co/y8Q3CQvMJC

2022-06-03 19:17:07 @BeebsMemes then again their technical advantage in this domain is mainly (massive) data and infrastructure that pertains specifically to driving, rather than algorithmic innovation per se (or eg large-scale common sense knowledge). so there may be less to transfer than one might think.

2022-06-03 19:11:33 @grbradsk biggest technical mistake in my view is eschewing lidar when the software isn’t likely to be smart enough to do without it

2022-06-03 18:44:30 @ipeirotis i think that’s just definitional, and depends on what you want to use the term for

2022-06-03 18:43:39 @BeebsMemes just want to point out that in principle maybe you could do all that and solve driverless cars and still perhaps not have AGI, beyond the one application.

2022-06-03 18:41:35 @BrandonLive for reference his exact words were “i’d be surprised if we don’t have AGI by then”, which sounds to me stronger than “could”and weaker than “will”

2022-06-03 17:37:49 Musk has been (presumably deliberately) overpromising about AI over and over for *years*

2022-06-03 17:24:50 @tdietterich that’s fine for some cases but not others (eg point to point driving without human involvement)

2022-06-03 17:22:57 @ElliotMurphy91 @cedricboeckx personally i make no commitments about whether Merge is even the right primitive per se, but surely language is mosaic of some old elements and some new (as i argued in that old cognition article)

2022-06-03 17:15:38 @ElliotMurphy91 i think @cedricboeckx is exactly right here, even if we don’t have an enough causal understanding to prove it. my own similar statement: https://t.co/n1731uyzcZ

2022-06-03 16:49:26 @elonmusk @jack $500,000 says you are wrong about the future of AI, @FortuneMagazine: https://t.co/MZjzZS8cec

2022-06-03 16:42:19 .@ElonMusk, these experts will bet you $500,000 that you’re wrong about the future of A.I. https://t.co/MZjzZS8cec

2022-06-03 16:39:42 @orenmatar if that’s all it can do, they shouldn’t show it!

2022-06-03 16:30:58 Seems to be some of that going around. https://t.co/m342QDno86

2022-06-03 16:29:51 RT @bobehayes: Great book by @GaryMarcus and @ErnestSDavis. Got the audio book a couple of years ago when I had a long commute.No #Artifi…

2022-06-03 16:16:15 Optimus predictions (for #AIDay2, September 30) are coming in. Add yours to the thread below :)- teleop?- another dancer in a costume?- or the real deal?and if the real deal, what do you think will be the smartest thing it might do, and how robust do you think its AI will be? https://t.co/5wkm5dKgf5

2022-06-03 05:29:26 @pmddomingos @TaliaRinger sure. i certainly think *some* people have been aware (yourself included!). I do think that the deep learning community for too long confused within-distribution generalization with generalization, period, and I still see that from time to time.

2022-06-03 05:21:51 @pmddomingos @TaliaRinger when I first wrote about in 1997 I was accused of “a terrorist attack” on neural networks.when I stressed it as the key weakness of MLPs in 2001, I was ignoredwhen I pointed it out in 2018, LeCun said I was “mostly wrong”etc etc

2022-06-03 05:17:27 six years ago in AI history: Tay, the neo-Nazi millennial chatbot, gets autopsied | Ars Technica https://t.co/GUkpx1ft5v

2022-06-03 04:26:20 @emilymbender @TaliaRinger and in-crowd vs disdain for everything else

2022-06-03 04:03:37 @TaliaRinger know the feeling. eg pointing out for 20 years that generalization outside the training space was an issue, being ignored (or ridiculed), and then suddenly *Bengio* says the magic words “distribution shift”…

2022-06-03 02:04:01 @Plinz @sciam i was about to say i would only make one bet this week, but then Elon posted about Optimus

2022-06-03 02:02:30 @BethCarey12 guestimate based on authors, computation costs etc.

2022-06-03 02:01:09 media friends, i would love to cover this :) dm me? https://t.co/bll0OZ557Y

2022-06-03 00:24:32 “Well then, Musk—do you accept Marcus’ challenge?” asks @AI_TechNews https://t.co/oF5PSzoSVg

2022-06-02 23:04:49 source: https://t.co/wKAnzSbUMC

2022-06-02 23:04:48 https://t.co/gFBv53QTLM

2022-06-02 22:32:34 “He's a grifter, he sells a vision in hopes that he can one day deliver what he's promising, but he doesn't know that... He's just really good at pretending he knows” https://t.co/hyy79FfZdi

2022-06-02 21:39:45 Coming Monday, @sciam, my riff on Don’t Look Up (the AI edition)

2022-06-02 21:31:11 @mraginsky @IntuitMachine @TonyZador @davidpoeppel @cedricboeckx transformational or not (eg minimalist program) that’s the conventional use of generative grammar

2022-06-02 21:29:46 @raphaelmilliere @hardmaru @_lexfridman wrong lex but you get the idea

2022-06-02 21:29:22 @raphaelmilliere @hardmaru weird! and i was blocked by @_lexfridman. some things make no sense

2022-06-02 21:18:59 @bkeithpayne @drbret odds are good though that the (purely observational version of the) study would come out exactly as you joke

2022-06-02 21:12:43 @TheDavidSJ discussed this issue in the article

2022-06-02 21:05:57 @raphaelmilliere @hardmaru

2022-06-02 21:05:13 @mraginsky @IntuitMachine @TonyZador sorry but this is confused

2022-06-02 03:15:02 @david_picard @ZoubinGhahrama1 @Plinz and you really want clear info about confidence bounds, as @ZoubinGhahrama1 likes to stress

2022-06-02 03:14:28 @david_picard @ZoubinGhahrama1 @Plinz 1. in the end that it is hard to build adequate debuggability if you have no idea why your systems makes the specific mistakes that it does2. if you can’t produce rich structured outputs, it’s hard to do rich cross-checking with other systems.

2022-06-02 03:07:38 RT @plevy: « Semantics isn’t taken seriously in most of AI, but it should be. »

2022-06-02 02:46:57 @Abel_TorresM GPT-2

2022-06-02 01:56:21 @pmddomingos cf “the toxic brew of easy access guns, gun culture, and hysteria” which i could accept

2022-06-02 01:55:04 @pmddomingos only if you are standing by hysteria as largest factor.

2022-06-02 01:53:31 @aromeromyt @khademinori @pmddomingos exactly. eg sitting here in BC i weep (literally) at what is happening in my homeland (US) but i don’t feel immediately hysterical that it will affect me here, given culture, history, and firearm distribution.

2022-06-02 01:47:05 @pmddomingos i mentioned canada because they hear largely same press coverage (eg incredibly moving CBC story yesterday)

2022-06-02 01:40:34 @pmddomingos i think you are assuming some kind of linear function, and ignoring other factors like economic inequality

2022-06-02 01:34:32 @pmddomingos @khademinori use canada as your comparison, and things look different

2022-06-02 01:33:35 @pmddomingos i was responding to the word “biggest”

2022-06-02 01:31:48 found someone! already we are crafting!

2022-06-02 01:27:29 @Plinz @dileeplearning @tyrell_turing underway! w guest star!

2022-06-02 01:14:38 @pmddomingos no i didn’t (but scanned just now). i am sure copycat syndrome explains *some* of the variance. the availability of guns surely does too. Canadians see the U.S. news but generally don’t have as many guns and don’t copy…

2022-06-02 01:09:37 @scottiev @bengoertzel and you would tell him to stay the hell off of Twitter. Same as Trump’s people told him. Endlessly.

2022-06-02 01:06:55 who wants to help me co-write some straight talk about semantics? (candidates must have training in linguistics

2022-06-02 01:03:02 @Plinz @dileeplearning @tyrell_turing illustrated the urgent need for a clear discussion about semantics

2022-06-02 01:01:55 @pmddomingos i am sorry, did you give an actual argument for your claim? all i saw was an assertion.-no data-no proposed causal mechanism-no consideration of alternatives

2022-06-02 00:56:28 @scottiev @bengoertzel to stand behind his words?

2022-06-02 00:55:20 @chrmanning @csabaveres @rogerkmoore i think this is a fair criticism and the interesting and unsolved question is what to do about it? how much goes into semantics, pragmatics, cognition etc as well idiom, stored cases of various sorts etc

2022-06-01 16:52:30 @WiringTheBrain read Mark Twain’s comments on the matter in That Awful German Language

2022-06-01 16:05:06 @davidad definitely not trivial.

2022-06-01 15:58:18 It could! That’s what I keep lobbying for. And all this DARPA money going into neurosymbolic could catalyze it! https://t.co/f2eeyqH3zH

2022-06-01 15:52:09 @JhendersonIMB woud be great if there maturation in both fields!

2022-06-01 13:57:10 RT @PMinervini: Spurious Correlations Are All You Need

2022-06-01 13:53:20 Have confirmed that this is a legit offer

2022-06-01 13:52:18 GIF contest! We appear to be at half million dollars.What best conveys something along the lines of, hey Elon, how about you step up to the plate and stand by your words? Or are you chicken?(feel free to ixnay my clichés) Still images from Dall-E, Imagen also acceptable :)

2022-06-01 13:42:14 RT @keithfrankish: In philosophy, if you think the answer is obvious, you haven't understood the question.

2022-06-01 13:31:06 @davidmanheim @wadhwa @aniketvartak @kevin2kelly the essay explains why the bet is re a full package of five.

2022-06-01 13:06:42 RT @wadhwa: @PercyRajani @GaryMarcus @elonmusk Gary, this makes it $400K and we have no response.Getting to $1M will be easy

2022-06-01 13:04:07 RT @AlexUjcik: About Google Imagen: "The problem was not that the system physically couldn’t create an image of something so improbable as…

2022-06-01 07:04:08 Doubt Elon will take the bet, but $350k is a pretty powerful commentary on people’s declining appetite for AI hype. https://t.co/B0523Q1K61

2022-06-01 06:56:58 2023: Field grows up and finally faces compositionality, semantics, and knowledge representation https://t.co/WlJ8hZaoF8

2022-06-01 06:18:33 RT @guyfrom2045: So @GaryMarcus has raised 350k so far to bet Elon that his "AGI by 2029" prediction won't happen, and I'm loving the whole…

2022-06-01 05:47:20 RT @tomg_: Depuis 2015 @elonmusk annonce les voitures autonomes "dans 2 ans". Maintenant il prédit l'intelligence artificielle générale pou…

2022-06-01 04:26:29 @RobKnight__ @MatthiasLalisse @Plinz @hardmaru yes and i discuss significance of that in my essay

2022-06-01 04:25:24 piercing essay, by @mer__edith

2022-06-01 04:24:32 “proposals to “democratize” access to AI research infrastructures amount to calls to subsidize tech giants further by licensinginfrastructure from these firms in ways that allow them to continue defining the terms and conditions of AI and AI research.” https://t.co/7ppBaHTEnB

2022-06-01 04:13:48 hmm. you really should Horse Rides Astronaut at https://t.co/8ir1xKvqt6

2022-06-01 03:59:34 no. shorting magical thinking. https://t.co/sCrcTeJEA2

2022-06-01 03:21:46 @filippie509 @gregeganSF @aniketvartak #5 and counting

2022-06-01 03:17:52 still one of the best shows ever. RIP Michael K Williams https://t.co/LNLFvhoIVk

2022-06-01 03:08:04 @Plinz @khademinori @hardmaru indeed although the interface is language it would be interesting see that dimensions the sliders would control

2022-06-01 03:07:22 @Plinz @khademinori @hardmaru how about shadows? song dynasty dragon made of glass casting a shadow on a rectangular grid? (or start with an opaque dragon)

2022-06-01 03:02:12 @Plinz @khademinori @hardmaru not perfect but still impressive

2022-06-01 03:01:28 @Plinz @khademinori @hardmaru not it’s best work tbh

2022-06-01 01:55:45 @Plinz @hardmaru also “A song dynasty dragon breathing fire while typing on a laptop, seen from above”

2022-06-01 01:55:16 @Plinz @hardmaru hands are weird (lot of human hands in there) but otherwise very good. try some more. “A Song Dynastry dragon, typing on a laptop, shot from behind” or “seen through binoculars”

2022-06-01 01:48:51 @hardmaru @Plinz the thing that impresses me the most is the consistency of perspective/camera angle. would be fun to test the robustness of that, and things like occlusion, noncanonical views, how specific you can be, etc.

2022-06-01 01:39:59 @Plinz @hardmaru and let’s not forget that classic, “how many attempts did you try?”(Luckily @hardmaru gives part of the answer.)

2022-06-01 01:18:10 I’m pretty confident that AI will be mainstream soon (and arguably in some respects it already is)

2022-06-01 01:13:50 @gregeganSF @aniketvartak you are at least the fourth person to express concerns.

2022-06-01 01:11:42 Two things I did not anticipate on my bingo card for today- DALL-E speaking in tongues- A quarter million dollars added to on my AGI bet. https://t.co/ql1l4fqast

2022-06-01 01:09:22 Plus $50k from @aniketvartak

2022-06-01 01:05:22 I double-checked

2022-05-31 05:31:43 RT @bobehayes: Has #AI found a new Foundation? @GaryMarcus#AGI needs:Cognitive modelReal world knowledgeIdentify entities and their re…

2022-05-31 04:28:45 p.s. If you want to see “Five things @ElonMusk Should Know About AGI“ first, subscribe to https://t.co/8ir1xKvqt6 :) https://t.co/ccfT0KcOaQ

2022-05-31 04:22:50 Where two people a minute have voted to say that they want to hear this, I’ve started writing. Almost done the first draft. I will post tomorrow :) https://t.co/0IFOK2yZCV https://t.co/RtnVuGDw7F

2022-05-31 03:54:22 artwork for the top? https://t.co/z3vqr92hxJ

2022-05-31 03:30:56 Potential topic for next Substack: Four things Elon Musk should know about AGIShould I write it?

2022-05-31 00:33:31 RT @eucopresident: Tonight #EUCO agreed a sixth package of sanctions.It will allow a ban on oil imports from #Russia. The sanctions wil…

2022-05-30 23:35:37 @TechRonic9876 @astralcodexten i will stick with @maayanvisuals :)

2022-05-30 23:32:06 @stevenbjohnson

2022-05-30 23:20:39 excellent analysis from @slatestarcodex, consistent with what i speculated in https://t.co/ZacV6k297G

2022-05-30 23:17:26 “DALL-E is clearly capable of incredible work. That having been said, I mostly couldn’t access it….trying to get it to do anything at all unusual degrades the style until you end up picking the best of a bad lot and being grateful for it” -@astralcodexten https://t.co/aHTkG94y5p

2022-05-30 22:53:53 Cuddling, self-organizing geese (video). https://t.co/VkpnQkSrg9

2022-05-30 22:43:45 Wake up! You will be late for training! https://t.co/QqCl3O4cCW

2022-05-30 22:14:06 @elonmusk @jack https://t.co/p2gicOktHe

2022-05-30 21:57:32 @jcrg_137 @elonmusk ain’t nobody here said “impossible”

2022-05-30 21:32:39 @xzistor @aoargunsah I don’t think I can get him the mansion he deserves. But I agree that half the fun in the bet would be coming up with enforceable definitions.

2022-05-30 21:23:37 @MelMitchell1 @elonmusk, I’m down for https://t.co/gYO3sxWe7s if you are.

2022-05-30 20:09:43 @nearlydaniel Criticizing *is* helping. Zero chance we get there if we don’t take realistic look at current limits and understand the obstacles.

2022-05-30 19:39:54 How much are you willing to bet? https://t.co/9pxVgyMMqm

2022-05-30 19:02:27 RT @jaaanaru: In our new paper, we argue that deep learning is not (yet) ready to conquer Theory of Mind. The agents discover shortcuts i…

2022-05-30 19:02:00 RT @jaaanaru: If you're into figuring out how the brain works then you'll love this new paper by @mattlark "the humble point neuron, devo…

2022-05-30 16:40:28 @FelixHill84 @mpshanahan @sir_deenicus @aniketvartak parrots have plenty of intelligence, just not a huge amount of language comprehension (though Irene Pepperberg has shown they can develop some, w extensive training).building parrot-level cognition would certainly help w deep comprehension. LLMs, perhaps not so much.

2022-05-30 14:59:06 I saw the best minds of my generation … spending hours upon hourshaving fun with DALL-Eand taking things “step by step”instead of figuring how we might getto artificial intelligencethat we could actually trust[with apologies to Alan Ginsberg] https://t.co/XcWyMljTft

2022-05-30 14:55:33 @sir_deenicus @aniketvartak @FelixHill84 @emilymbender

2022-05-30 14:46:19 @kanishkamisra @FelixHill84 sometimes, but not always. that’s what the whole 1990s past tense debate was about, and in a certain sense what my Horse Rides Astronaut essay this week (https://t.co/8ir1xKvqt6) was about.And it’s why distribution shift is a central challenge

2022-05-30 14:30:07 @spacepanty @FelixHill84 have been hearing the same fantasy thinking for 30 years

2022-05-30 14:21:14 @rolisz @HarshitTaneja18 there is a long continuum in between

2022-05-30 14:19:52 @RWerpachowski @FelixHill84 hybrid AI does not exclude this possibility, but I remain concerned about the fundamental lack of reliability, comprehension, and explicit representation.

2022-05-30 14:14:58 @rolisz @HarshitTaneja18 at collaging, yes

2022-05-30 14:09:15 @FelixHill84 right. and for sure the details are open. but LLM’s do not exhibit that behavior, so they aren’t the right solution.

2022-05-30 13:38:38 @FelixHill84 we know something from cognitive psychology (not neuroscience) about how flexible and general they are

2022-05-30 13:28:02 @HarshitTaneja18 650M labeled image pairs is not that fast, and it is still missing a lot of language understanding and a good bit of common sense.

2022-05-30 13:18:14 @justMathana current AI pretty much is a stochastic parrot (see all@my recent Substack writing, @emilymbender etc)the internet is a lot sloppier than college but much more comprehensive. a true AI would learn an immense amount from it.

2022-05-30 13:13:08 @FelixHill84 not so sure. it will still lacka. proper knowledge structures for representing abstraction (independently of frequency and similarity)b. real representations of the dynamically-changing world

2022-05-30 13:10:07 @AnoopRKulkarni @GoogleAI @seanmcarroll @seanmcarroll this refers to my trilogy at https://t.co/8ir1xKvqt6 and all the recent models. i would be happy to discuss if you like

2022-05-30 13:08:14 @FelixHill84 no doubt but it still wouldn’t get much out of college, and its grasp on common sense remains both tenuous and superficial.

2022-05-30 13:04:18 A human can learn a lot from college, a parrot, not so much. https://t.co/j5xgMO4yEP

2022-05-30 12:31:34 On prompt engineering: https://t.co/lta32VnXU4

2022-05-30 12:00:15 RT @m_mezini: I enjoyed reading #longread

2022-05-30 03:00:14 from 2015, still cracks me up every time https://t.co/ALEu4lJrIh

2022-05-30 02:18:29 RT @hangingnoodles: Is unbridled AI enthusiasm gonna saddle us with astronomical horseshit?re "extract meanings" from wordsThe meanin…

2022-05-30 02:14:40 @xriskology you did however interpolate the word “Holocaust” into a quote that you elided in order to give it that air. and you used it to misrepresent that person’s position, and make it specifically sound like the person minimized the world Holocaust.but, true. you didn’t use word Nazi.

2022-05-29 22:48:16 @morungos of course not

2022-05-29 20:51:22 The point that deep learning ≠ deep understanding was also central to https://t.co/Pt7HZbLIv5. On this @yudapearl and I are in 100% agreement. https://t.co/8MhzS3vY3k

2022-05-29 20:48:00 @HappyAar dishwashers and pool cleaners are fine as far as they go, but nothing like near-AGI nor do they relieve of most human work, handy as they are

2022-05-29 20:32:52 Also, essay question, everyone is welcome: can “near-AGI” that is applied to most human work actually *be* safe? Or is it a disaster waiting to happen? https://t.co/WU6NkltX4i

2022-05-29 20:29:23 I won’t say this will *never* happen but it most certainly won’t happen in this decade. We are nowhere near “safe near-AGI” that can handle most human work. https://t.co/hGBdXUWPqF

2022-05-29 19:48:21 In this sense, a lot of ML is like how people used to misuse statistic packages, applying the analyses, but without understanding the underlying assumptions. https://t.co/g0wfEHFlMI

2022-05-29 19:45:57 @IntuitMachine it’s not the just science, but scientists who say stuff like “put up or shut up” to others who might have good ideas, coming from other disciplines.

2022-05-29 19:10:09 @KarlaParussel hmm maybe time for an essay: AI: 75 Years of Mistakes

2022-05-29 19:08:13 RT @milangritta: Some responses to Gary's valid criticism look like when a religious person is told that God doesn't exist. #AI #AGI #Artif…

2022-05-29 18:31:39 @bbenzon mostly: no

2022-05-29 18:18:50 yes! and 3. the education and culture are insufficiently interdisciplinary. https://t.co/sYR9139T0B

2022-05-29 17:35:53 @Oireniar @ElijahYilma @pmddomingos good recent example is MRKL from @AI21Labs

2022-05-29 17:34:44 @tdietterich @rogerkmoore and then we wake up and the frog has been fully boiled

2022-05-29 17:19:54 @tdietterich @rogerkmoore people were much clearer (never perfect) about these distinctions in the ‘90s… i have never seen the current level of confusion, though

2022-05-29 17:18:55 @ElijahYilma @pmddomingos yes (though other forms of hybrid AI might be developed too)

2022-05-29 16:19:01 RT @ks_StoryScout: „A new breed of #AI systems, with a firmer innate basis, closer to the Kantian model, but out of step with current Zeitg…

2022-05-29 16:10:58 thanks! perhaps the only thing that is truly exponential these days is hype? https://t.co/4CLB62P7bA

2022-05-29 06:05:30 RT @matthewcobb: If you have seen pictures of an astronaut riding a horse along with claims about a great AI breakthrough, read this excell…

2022-05-29 05:45:16 RT @bimedotcom: Horse rides astronaut - why when it comes to #AI #hype, you still can't believe what you read https://t.co/45xR55b7zo@Gary

2022-05-29 05:30:58 @pmddomingos hybrid AI: many representations

2022-05-29 05:29:46 @Tweetermeyer

2022-05-29 03:57:35 @timnitGebru that’s very much like what Ernest Davis and I argued here: https://t.co/qwExULkwCO

2022-05-29 03:54:52 RT @thomas_macaulay: @GaryMarcus @ylecun you need to step up to the plate

2022-05-29 02:06:34 RT @Grady_Booch: @soumithchintala Language has powerful loving vocabulary. This gives Language Models the ability to love.

2022-05-29 01:29:34 RT @weed10_weed: @Tweetermeyer https://t.co/VdUgVDsqlg

2022-05-29 01:27:28 RT @langufacture: in fact,,,it's the kind of argument you'd expect a language model to make

2022-05-29 01:16:36 this argument is not sound: “Language has powerful reasoning vocabulary.This gives Language Models the ability to reason” First premise is true, but leap to second is not logically entailed, given that language models have known trouble w compositionality.@guyvdb @luislamb https://t.co/L0CTMxzdxW

2022-05-29 01:12:18 @soumithchintala how would you define reason? at best this sounds like a hypothesis not a proven fact. and see eg https://t.co/r3Bs1BKk0Y

2022-05-28 21:53:32 @Plinz https://t.co/xuAJC1YjdM

2022-05-28 20:32:52 RT @thomas_macaulay: @GaryMarcus @ylecun are you up for the challenge?

2022-05-28 19:27:54 @AR_Kareem_ @LucaAmb @GoogleAI discussed more here https://t.co/2MQJtWdNhN

2022-05-28 19:26:15 @bneyshabur addressed here: https://t.co/2MQJtWuQjN

2022-05-28 19:25:52 @yanndubs @DavidSKrueger @stanislavfort @freedguy @joe_shabadoo indeed. but see: https://t.co/2MQJtWuQjN

2022-05-28 19:25:25 @LucaAmb @GoogleAI and it is the wrong explanation here, see: https://t.co/2MQJtWuQjN

2022-05-28 18:37:11 now analyzed in further detail here: https://t.co/ZacV6jKxJ6

2022-05-28 18:19:20 RT @AdnannKurt: “what I learned as a cognitive psychologist is that any given piece of data, on its own, can probably be explained in more…

2022-05-28 18:18:37 @DotCSV @GoogleAI ps next essay will end with a very different line, I promise :)

2022-05-27 16:31:19 And - A. Why won’t @Tesla be more forthcoming about the things?- B. What will it take to pass laws that make public disclosure and tracking of autopilot involvement mandatory? https://t.co/zbIIpuTiHe

2022-05-27 16:28:53 @TShevlane @gershbrain @PTetlock

2022-05-27 15:28:45 @hellosemy omg. link?

2022-05-27 15:17:24 Coming soon https://t.co/WDFhQ6PRJO

2022-05-27 15:12:07 @BogdanIonutCir2 @sir_deenicus @DonaldClark @IntuitMachine this is a lousy question, because the term deep learning is too poorly defined. see eg discussion Bengio and I had here: https://t.co/U8GBFplk4ncc @matthewjbar

2022-05-27 15:02:07 @sir_deenicus @DonaldClark @IntuitMachine what if the only thing the survives is practice of using lots of data?

2022-05-27 15:00:54 @raphaelmilliere @Chitwan_Saharia @Chitwan_Saharia please try (&

2022-05-27 14:57:45 Nobody has studied the behind-the-scenes tactics of Elon Musk more carefully than @Tweetermeyer: https://t.co/74qh8GTWz3

2022-05-27 14:57:32 @raphaelmilliere what were the prompts for the trees? was it “literal parse trees”?would like to see @Chitwan_Saharia run the same on Imagen to compare the text.

2022-05-27 14:53:36 @qhardy @Abebab

2022-05-27 14:51:16 Bravo, @Abebab nails the critique others have been trying to formulate, but without any of the unfair ad hominem.Looking forward to seeing how she develops the argument. https://t.co/Q0iMGE1k3S

2022-05-27 14:44:19 @MadamePratolung @francoisfleuret @doRadiology @geoffreyhinton exactly my experience when someone used GPT two weeks ago to ape me: parts got my style, but only of what i said before, not what was novel, and it lost the coherence. might be fine for an undergrad term paper. but i can’t see any use for it in the essays i would actually write.

2022-05-27 13:54:00 or if you prefer graphs with your dose of reality: https://t.co/BAO0981gJs

2022-05-27 13:51:48 Guns don’t kill people. Stupid policies kill people. First part of the above is false

2022-05-27 13:48:46 to @MadamePratolung’s point, even tiny tasks like proctoring exams can be fraught when you try to replace humans: https://t.co/L0biwwJ8LP https://t.co/4cNnOxCIsI

2022-05-27 13:01:50 RT @manes: @AndreaPossenti @GaryMarcus Bang-on encapsulation by Gary Marcus, as in previous writing about other instantiations of machine l…

2022-05-27 12:54:08 RT @AndreaPossenti: Very interesting read on SOTA language models and human cognition. Is abstraction ever going to be achievable? by ⁦@Gar…

2022-05-27 06:11:54 @yanndubs @DavidSKrueger @stanislavfort @freedguy @joe_shabadoo it will be here, first draft complete: https://t.co/QLcNbSyN7k

2022-05-27 06:10:39 Subscribers to https://t.co/8ir1xKvqt6 (free, as ever) will be first to see “Horses, astronauts, and the bumpy road to general AI”

2022-05-27 04:11:08 Now there’s a benchmark! https://t.co/cr48F3wM1k

2022-05-27 04:08:47 @AngeloDalli why is it so hard for so many people to see that?

2022-05-27 04:07:46 @danbri what is important about it?

2022-05-27 00:49:54 @yanndubs @DavidSKrueger @stanislavfort @freedguy @joe_shabadoo i think this is missing the point

2022-05-26 21:53:03 At this point, the machine learning community can be divided into two groups:- those that crack jokes- those that recognize reality. https://t.co/WAA16PcDl1

2022-05-26 21:40:02 RT @DeWeeseLab: Like all deep generative models today, Google's #imagen gives beautiful, convincing output, but can't understand + follow s…

2022-05-26 20:28:53 @santoroAI @ylecun btw i agree with what you say in this tweet

2022-05-26 20:27:36 @santoroAI @ylecun @HonghuaZhang2 @guyvdb in calling the debate :”vacuous”, he’s *not* putting his cards on the table (eg, symbols not required for reasoning), he’s kicking over the table, and telling other people to not even bother to place their bets. that’s what I am objecting to, not his particular views.

2022-05-26 20:24:56 RT @doRadiology: @GaryMarcus This year marks the 5th anniversary of "We should stop training radiologists now. It's completely obvious th…

2022-05-26 18:57:34 @santoroAI @ylecun I think that’s an empirical question, and a substantive one, and an important one. And that this @HonghuaZhang2/ @guyvdb study, for example, suggest/ that reasoning without hybrids is not likely to be effective. https://t.co/JiunWqe3cg

2022-05-26 18:20:18 RT @eadinella: @GaryMarcus Anyone with access to codex beyond cherry-picked examples is not concerned

2022-05-26 16:32:03 @patrickmesana @ylecun if you use a symbolic database to track a cognitive model is that “just SWE”?

2022-05-26 16:10:19 @maartengm @ylecun i wrote a whole book in 2001 about my definitions and they have not changed.

2022-05-26 16:07:07 @raphaelmilliere @mpshanahan @ylecun I explicitly asked LeCun for clarification, repeatedly, after he made that remark, and he did not respond.

2022-05-26 16:04:50 @maartengm @ylecun all of which were the direct subject of my monograph The Algebraic Mind

2022-05-26 16:04:02 @maartengm @ylecun no he is not naive on that. but eg these are real issues: https://t.co/k0UmkjxXIT

2022-05-26 15:59:45 @willknight

2022-05-26 15:59:20 @raphaelmilliere @mpshanahan @ylecun fine, but that doesn’t mean the debate is “vacuous”, it means that there are important substantive issues that need to be clarified.I don’t mind if people have different views on these issues

2022-05-26 15:56:42 Software developers, Wired says you are worried. True or False? “Both Codex and Copilot have stirred up some anxiety among developers, who fear they could be automated out of a job.”https://t.co/f9cxPVoBG3

2022-05-26 15:37:36 @raphaelmilliere @mpshanahan @ylecun our differences are mostly that I see the following three things as essential- research on how to build hybrids - greater attention to defining and implementing a broad range of innate priors-explicit cognitive models &

2022-05-26 15:25:21 @raphaelmilliere @mpshanahan @ylecun i am arguing for a strong interpretation, though open to listening to alternatives.

2022-05-26 15:23:21 @pkghosh99 @Chitwan_Saharia @raphaelmilliere @TristanThrush misinformation, unfortunately

2022-05-26 15:16:35 @raphaelmilliere @mpshanahan @ylecun ps i wrote a whole book defining these specific terms and their relevance and application

2022-05-26 15:15:16 @raphaelmilliere @mpshanahan @ylecun i don’t see the problem with the terms or commitments here, but feel free to elaborate

2022-05-26 14:43:28 @mpshanahan @ylecun i don’t actually have a strong view about differentiability. i remain fully committed to the value of symbolic operations over variables, and to structured representations, but open (w mild but not absolute pessimism) to how deeply differentiation can go.

2022-05-26 14:40:33 @TacoCohen @ylecun 2/ What we need theory and practice about how to integrate the two traditions intellectual respect and humility, such that people on either side respect the strengths and weakness of the two approaches, and places for possible collaboration

2022-05-26 14:38:26 @TacoCohen @ylecun 1/ Is a classic expert system hybrid? no. Is a pure multilayer perception hybrid? nois searching a symbolic tree and applying a neural net to each candidate a hybrid? yesthe fact that a beanbag chair is a non canonical chair doesn’t mean we can’t talk about chairs.

2022-05-26 14:21:12 @LivingOnStar9 bs. see https://t.co/ufbxCXeFOL

2022-05-26 14:13:12 first it was”completely obvious” that all the radiologists were going to be replaced … https://t.co/PumKjkfLCS

2022-05-26 14:09:51 @fchollet https://t.co/ufbxCXeFOL

2022-05-26 13:43:17 @ylecun https://t.co/Hpb1ymGx6h

2022-05-26 13:33:39 @KarlaParussel @JaumeTeixi @ShaneLegg everyone in AI should that paper. More than once.

2022-05-26 02:06:31 @hoskingc @Grady_Booch @TheNickBlizzard that tells us almost nothing

2022-05-26 01:50:06 @hoskingc @Grady_Booch @TheNickBlizzard it’s like saying that humans are like sea slugs because we both have DNA and share some genes and proteins. all true but not terribly informative as to causal mechanisms.

2022-05-26 00:39:41 @pmddomingos @ethanCaballero can hook you up

2022-05-26 00:39:04 with this one trick, GPT-3 can solve decades-old riddles of reasoning and commonsense!nearly 2,000 people have already liked it!try it now, while supplies last!“Let’s think step by step”! https://t.co/axJRJBq7nT

2022-05-26 00:24:30 @kristintynski @NickRMorgan @prokraustinator that’s the illusion of large data

2022-05-26 00:03:34 RT @Grady_Booch: “GPT-3 is trained to predict the next word on a large dataset of Internet text”Thus proving the point that I and many ot…

2022-05-26 00:00:11 @MaartenBosma but you as human can reread and correct your mistake, System 2 winning out over System 1

2022-05-25 23:57:15 @pmddomingos touché

2022-05-25 23:55:04 @pmddomingos a lot of people are rightly (IMHO) sensitive around the name, especially given the response of some when the issue was raised.

2022-05-25 23:50:03 @max_nlp @raphaelmilliere @TristanThrush That’s seems like a question for @TristanThrush

2022-05-25 23:46:43 @kristintynski i will DM you one that I can’t post for TOS reasons

2022-05-25 23:46:14 should have mentioned that @ErnestSDavis ran this test, based on one of our examples in 2014.

2022-05-25 23:45:21 @_jasonwei example from @ErnestSDavis, drawn from one of our 2014 articles: https://t.co/yeyDrNXDMu

2022-05-25 23:43:12 @kristintynski @prokraustinator then hopefully you will take my last tweet w a sense of humor :)

2022-05-25 23:42:09 “Let’s think step by step.” Sometimes it keeps GPT on the rails.Sometimes it doesn’t: https://t.co/hYUIpQ1c4D https://t.co/JwwCWiqWDh

2022-05-25 23:38:49 The real gallows humor joke here is that researchers used to ask each other challenging questions. https://t.co/VMMkYV3FNp

2022-05-25 23:34:19 @kristintynski @prokraustinator stay tuned :)

2022-05-25 23:32:24 @kristintynski i don’t doubt this, but the problem lies in getting the right groove. if you want humans-in-the-loop, it might work to some degree

2022-05-25 23:30:01 @Abebab which is not to take away from the incredibly difficult challenges around formulating and implementing policy. but it’s not either/or in my view

2022-05-25 14:51:18 @cgmooreauthor and see my conversation with Penn, https://t.co/mrSq5vydxY (and next episode)

2022-05-25 14:48:58 @luislamb @AvilaGarcez @pascalhitzler @Melleo54Sis @ykilcher @YouTube Thanks, @MLStreetTalk, for hosting, long before it was fashionable

2022-05-25 14:48:13 RT @luislamb: @GaryMarcus This conversation explains the need for Neurosymbolic AI. @GaryMarcus @AvilaGarcez @pascalhitzler @Melleo54Sis an…

2022-05-25 14:38:48 @lathropa @XiaohuaZhai Matches @ErnestSDavis ‘s 1-in-3

2022-05-25 14:37:12 @grsimari I actually asked him for clarification multiple times re his earlier claims and he refused to engage.

2022-05-25 14:34:38 Marcus says “These are like parlour tricks... They’re able to fool unsophisticated humans who aren’t trained to understand these things. But that doesn’t mean that they’re actually anywhere near AGI”…DeepMind wasn’t available for comment.– @sparkes https://t.co/EQsjZ1y53R

2022-05-25 14:26:31 The problem with large language models, in a single poem https://t.co/5rZXppiNuy

2022-05-25 14:24:45 @hangingnoodles @hangingnoodles, that was my next Substack! :)

2022-05-25 14:21:10 @XiaohuaZhai in fairness, Ernie ran a third, while I was typing, and your system got that right. but I am definitely not smelling “deep language understanding”we’re happy to try more if you want to give us access to your largest model https://t.co/Ebelx4PXem

2022-05-25 14:17:38 @punkstrategy @mark_riedl @ShaneLegg @bengoertzel would love your take, both on the history and the meaning of the term AGI

2022-05-25 14:17:09 Success on a single prompt does not “deep understanding of language make”. It’s great, though, that people are sending me links for models to try.I often pass them to @ErnestSDavis

2022-05-25 14:07:17 RT @DorotheaBaur: Essentially blank slate systems like #GPT3 should motivate us to explore "their very antithesis, which would be Kantian s…

2022-05-25 13:39:38 I believe @ShaneLegg (also at DeepMind) coined the term AGI. Personally, I use it as a shorthand for any intelligence (there might be many) that is flexible and general, with resourcefulness and reliability comparable to (or beyond) human intelligence. https://t.co/LldjBmF1iN

2022-05-25 13:29:44 “the fact that DeepMind called Gato a “generalist” might have made it a victim of the AI sector’s excessive hype around AGI.” -@melissahei https://t.co/CRmKakqwQQ

2022-05-25 13:11:26 @pragmaticml @GoogleAI A few years ago people shared data

2022-05-25 13:09:25 @ykilcher @dionhaefner see also eg https://t.co/oS8uXbIFF3

2022-05-25 13:01:27@ykilcher @dionhaefner my core point is that neural nets often succeed for the wrong reasons, glomming onto accidental contingencies, and making them appear to reason (causally, or otherwise) more effectively and broadly than they actually can. (“System 1” does some of this in humans, to be sure.)

2022-05-25 12:25:07sorry, but no. you don’t get to dismiss an entire field—hybrid, neurosymbolic models that seek to integrate reasoning with neural networks—as “vacuous” and then two weeks later try to take credit for its core mission. https://t.co/qn4SBzoNDd

2022-05-25 12:17:24RT @AvilaGarcez: So, neural nets (NN) can handle all of propositional logic and a fragment of first-order logic (FOL) reasoning, but not fu…

2022-05-25 12:10:39@LucaAmb @GoogleAI not a defense nor explanation

2022-05-25 12:02:47RT @danbri: @_jasonwei @suzatweet I love this stuff! It has a weird elegance, is fun to explore &

2022-05-25 11:59:57RT @_dieuwke_: #NLProc What do you think are the most convincing examples of generalisation failures in recent NLP models -- i.e. cases whe…

2022-05-25 03:33:39um, how about gun control? https://t.co/IS483QFhgx

2022-05-25 03:21:52@_jasonwei reading this, my first thought was, “is it robust”? my second was to look at the paper. answer is, “somewhat, but it depends”: https://t.co/Kb0OIRoW7S

2022-05-25 03:16:38RT @yoavgo: what do you know, like the DALLE2 paper, the Imagen paper also doesnt say anything about the training data source and compositi…

2022-05-25 03:16:18@pmddomingos and, like, I dunno, the whole brain was like, um, … linear algebra?

2022-05-25 02:54:00@pmddomingos What if, like, neural networks were… slightly conscious?

2022-05-25 02:42:51if only we’d known https://t.co/nGpMpPcOuT

2022-05-25 01:50:46@NickRMorgan Imagen doesn’t understand the *mapping* between syntax and semantics

2022-05-25 01:49:57@NickRMorgan i haven’t had any access to it whatsoever

2022-05-25 01:45:45@NickRMorgan it doesn’t, not fully. riding is a thing that an entity does relative to another entity, and it doesn’t get which is which

2022-05-25 01:37:13@andrey_kurenkov @Miles_Brundage @GoogleAI @ErnestSDavis we already have asked for the raw outputs, in fact

2022-05-25 01:36:53@andrey_kurenkov @Miles_Brundage @GoogleAI thanks. i really wish they would have supplied the actual outputs, at least from their own model, rather than just saying that relatively speaking people preferred theirs to DALl-E. (which wasn’t true for our stimuli, i’d you look at the figure).

2022-05-25 01:33:26@andrey_kurenkov @Miles_Brundage @GoogleAI interesting. who is in charge? can @ErnestSDavis and i add some more?

2022-05-25 01:26:22@Miles_Brundage @GoogleAI and it’s not my bar, in this case, but Fodor and Pylyshyn, 1988, from a third of century ago

2022-05-25 01:24:44@Miles_Brundage @GoogleAI would like to try it, eg w novel phrases (not just eg “hello world”), but yes it seems better on text. any idea as to why?

2022-05-25 01:15:07https://t.co/RggGKwLklB

2022-05-25 01:13:38 @GoogleAI, “a deep level understanding”? Seriously?!Your system can’t distinguish “a horse riding an astronaut” from “an astronaut riding a horse”. https://t.co/7XlaQr3rgb https://t.co/fyrDpPv6VL

2022-05-25 01:01:20More will follow, but yes Andrew Ng’s turnaround to hybrid neurosymbolic models was dramatic. https://t.co/pO1byzAxXc

2022-05-25 00:56:55RT @s_batzoglou: It is becoming clear that we are all realizing the limits of deep learning, as the achievements pile up. Logical and combi…

2022-05-24 23:31:51and each of those guys thinks he is so clever… (but see https://t.co/z5w4Czkjij) https://t.co/KYhlW7ocuC

2022-05-24 23:30:57@jordiae @giffmana @ethanCaballero https://t.co/GviHPby1fo

2022-05-24 23:23:36RT @GaryMarcus: @timnitGebru My view: AGI has potential for good, if developed properly (eg in medical &

2022-05-24 23:22:35@timnitGebru My view: AGI has potential for good, if developed properly (eg in medical &

2022-05-24 23:11:06honestly, if there is anything Game Over in AI lately, it is this: https://t.co/JQQQ1VrhwB

2022-05-24 21:18:45Dearest deep learning fan, may I ask, did you read the paper carefully, before you wrote your tweet?Here’s your wall for you, page 33: compositionality with noncanonical scenarios, same place it’s been since Fodor and Pylyshyn, 1988. https://t.co/TQyy60o55H https://t.co/zd0KkH6RDQ

2022-05-24 21:02:55RT @gshu: No, it is not too soon to talk about gun control.

2022-05-24 21:02:41@MikeNashTech

2022-05-24 20:51:59@HappyAar by scaling-über-alles i mean “solving AI by simply adding more parameters and data to current AI systems without fundamentally changing the architecture”

2022-05-24 19:27:24Fantastic study and bad news for the scaling-über-alles crowd. https://t.co/r3Bs1BsICo

2022-05-24 19:26:02@AlexGDimakis but they don’t

2022-05-24 19:24:06@pmddomingos or maybe it’s a wild bull in a china shop, no cart

2022-05-24 19:20:16@CarolinKemper yes. and it is a terrifying prospect!

2022-05-24 19:14:31this made my day, ⁦@HochreiterSepp⁩ https://t.co/uzMVBCVzLV

2022-05-24 18:48:54First this year to join the hybrid AI revolution: Andrew NgSecond: Sepp Hochreiter, LSTM pioneerMany more will follow https://t.co/uzZSe3GVDF

2022-05-24 18:30:04@HonghuaZhang2 @LiLiunian @TaoMeng10 @kaiwei_chang @guyvdb fantastic work!

2022-05-24 18:28:42Can we start giving out Razzie Awards for Giant Corporate AI teams that flout scientific conventions, emphasizing hype at the expense of science?Google Brain is currently in the lead for 2022, per the below. https://t.co/3UuVU22oaK

2022-05-24 18:25:42@MadamePratolung @sir_deenicus @Ted_Underwood ha I just made that same point in an oped i am writing :)

2022-05-24 17:31:25@sir_deenicus @Ted_Underwood @MadamePratolung Agreed. I’ve been starting to notice this, toono public access to modelsno disclosure of actual tests runno disclosure of resultsno denominators (!) for signature resultssketchy discussion of limitationscherry-picking@ZoubinGhahrama1

2022-05-24 17:26:25@sir_deenicus @Ted_Underwood @MadamePratolung &

2022-05-24 16:09:29@onurc @elonmusk only added, what, $1.5T in market cap?

2022-05-24 15:42:30“Barraza said Tesla's Fremont factory was home to "rampant sexual harassment" and the company operated like a "frat house,"”At what point will the Board consider replacing the CEO? https://t.co/TvyFDdwIWh

2022-05-24 14:20:23@emilymbender OMG where?

2022-05-24 14:08:38RT @raphaelmilliere: For further discussion on this topic, join the upcoming workshop on compositionality and AI I'm organizing with @GaryM…

2022-05-24 14:08:01One never knows when @plinz is kidding, but we should all remember that DALL-E 2 doesn’t actually understand concepts like mass, density, or weight. https://t.co/ZReubhFE4e

2022-05-24 14:05:52@cyberandy tweeted about this last night: if you look at the few tests they did of *noncanonical* low frequency events, like horses riding astronauts, it would appear that same old problems remain.they tested our recent arXiv stimuli, but compared w Dall-E and didn’t show actual output.

2022-05-24 13:58:27Thoughts, @ylecun? I think Valiant is correct. https://t.co/orJd2sFHEi

2022-03-19 14:09:54 RT @Article21_Ind: *#Fellowship Alert* Today, we open the call for applications for '#Article21 Research Fellowship' on two subjects: - Dat…

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-10-30 01:02:04 RT @foysavas: Finally read https://t.co/iZIUUNGKbR by @GaryMarcus and Ernest Davis and it's a greatly accessible critique of contemporary A…

2022-10-29 19:45:43 AI fads come and go (anyone remember expert systems? SVMs?) Here’s are three ways that Scaling Maximalism, theory du jour, might end.https://t.co/jSFOVZQQ10

2022-10-29 14:29:57 and of course the thing to read on causality, in addition to what we say, is @yudapearl’s The Book of Why.And yes Kant was there long before we were :)

2022-10-29 14:27:38 actually “our suggestion”

2022-10-29 14:22:52 My suggestion for what AI needs, 2019. Nothing has changed. https://t.co/8aHX6Gd3HT

2022-10-29 13:48:21 RT @AlisonBLowndes: Looking forward to this @GaryMarcus. Tune in all, 4.15pm UK (Lisbon) Nov 4: https://t.co/RnuXORRmPC

2022-10-29 13:39:15 @LauraRuis @Isinlor I am less sanguine. I wouldn’t be surprised to see improvements on this or that benchmark, but pragmatics fundamentally requires reasoning about models of the world (eg other’s beliefs), and I see no reason to think that LLMs their own can reliably construct such things.

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-10-30 13:44:12 quietly growing, and poised to change everything. https://t.co/9847MKRfDz

2022-10-30 01:02:04 RT @foysavas: Finally read https://t.co/iZIUUNGKbR by @GaryMarcus and Ernest Davis and it's a greatly accessible critique of contemporary A…

2022-10-29 19:45:43 AI fads come and go (anyone remember expert systems? SVMs?) Here’s are three ways that Scaling Maximalism, theory du jour, might end.https://t.co/jSFOVZQQ10

2022-10-29 14:29:57 and of course the thing to read on causality, in addition to what we say, is @yudapearl’s The Book of Why.And yes Kant was there long before we were :)

2022-10-29 14:27:38 actually “our suggestion”

2022-10-29 14:22:52 My suggestion for what AI needs, 2019. Nothing has changed. https://t.co/8aHX6Gd3HT

2022-10-29 13:48:21 RT @AlisonBLowndes: Looking forward to this @GaryMarcus. Tune in all, 4.15pm UK (Lisbon) Nov 4: https://t.co/RnuXORRmPC

2022-10-29 13:39:15 @LauraRuis @Isinlor I am less sanguine. I wouldn’t be surprised to see improvements on this or that benchmark, but pragmatics fundamentally requires reasoning about models of the world (eg other’s beliefs), and I see no reason to think that LLMs their own can reliably construct such things.

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-10-30 18:28:18 Elon Musk: “Twitter obviously cannot become a free-for-all hellscape.”Also Elon Musk: https://t.co/sRkeYww7ve

2022-10-30 13:44:12 quietly growing, and poised to change everything. https://t.co/9847MKRfDz

2022-10-30 01:02:04 RT @foysavas: Finally read https://t.co/iZIUUNGKbR by @GaryMarcus and Ernest Davis and it's a greatly accessible critique of contemporary A…

2022-10-29 19:45:43 AI fads come and go (anyone remember expert systems? SVMs?) Here’s are three ways that Scaling Maximalism, theory du jour, might end.https://t.co/jSFOVZQQ10

2022-10-29 14:29:57 and of course the thing to read on causality, in addition to what we say, is @yudapearl’s The Book of Why.And yes Kant was there long before we were :)

2022-10-29 14:27:38 actually “our suggestion”

2022-10-29 14:22:52 My suggestion for what AI needs, 2019. Nothing has changed. https://t.co/8aHX6Gd3HT

2022-10-29 13:48:21 RT @AlisonBLowndes: Looking forward to this @GaryMarcus. Tune in all, 4.15pm UK (Lisbon) Nov 4: https://t.co/RnuXORRmPC

2022-10-29 13:39:15 @LauraRuis @Isinlor I am less sanguine. I wouldn’t be surprised to see improvements on this or that benchmark, but pragmatics fundamentally requires reasoning about models of the world (eg other’s beliefs), and I see no reason to think that LLMs their own can reliably construct such things.

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-10-30 18:28:18 Elon Musk: “Twitter obviously cannot become a free-for-all hellscape.”Also Elon Musk: https://t.co/sRkeYww7ve

2022-10-30 13:44:12 quietly growing, and poised to change everything. https://t.co/9847MKRfDz

2022-10-30 01:02:04 RT @foysavas: Finally read https://t.co/iZIUUNGKbR by @GaryMarcus and Ernest Davis and it's a greatly accessible critique of contemporary A…

2022-10-29 19:45:43 AI fads come and go (anyone remember expert systems? SVMs?) Here’s are three ways that Scaling Maximalism, theory du jour, might end.https://t.co/jSFOVZQQ10

2022-10-29 14:29:57 and of course the thing to read on causality, in addition to what we say, is @yudapearl’s The Book of Why.And yes Kant was there long before we were :)

2022-10-29 14:27:38 actually “our suggestion”

2022-10-29 14:22:52 My suggestion for what AI needs, 2019. Nothing has changed. https://t.co/8aHX6Gd3HT

2022-10-29 13:48:21 RT @AlisonBLowndes: Looking forward to this @GaryMarcus. Tune in all, 4.15pm UK (Lisbon) Nov 4: https://t.co/RnuXORRmPC

2022-10-29 13:39:15 @LauraRuis @Isinlor I am less sanguine. I wouldn’t be surprised to see improvements on this or that benchmark, but pragmatics fundamentally requires reasoning about models of the world (eg other’s beliefs), and I see no reason to think that LLMs their own can reliably construct such things.

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-10-30 18:28:18 Elon Musk: “Twitter obviously cannot become a free-for-all hellscape.”Also Elon Musk: https://t.co/sRkeYww7ve

2022-10-30 13:44:12 quietly growing, and poised to change everything. https://t.co/9847MKRfDz

2022-10-30 01:02:04 RT @foysavas: Finally read https://t.co/iZIUUNGKbR by @GaryMarcus and Ernest Davis and it's a greatly accessible critique of contemporary A…

2022-10-29 19:45:43 AI fads come and go (anyone remember expert systems? SVMs?) Here’s are three ways that Scaling Maximalism, theory du jour, might end.https://t.co/jSFOVZQQ10

2022-10-29 14:29:57 and of course the thing to read on causality, in addition to what we say, is @yudapearl’s The Book of Why.And yes Kant was there long before we were :)

2022-10-29 14:27:38 actually “our suggestion”

2022-10-29 14:22:52 My suggestion for what AI needs, 2019. Nothing has changed. https://t.co/8aHX6Gd3HT

2022-10-29 13:48:21 RT @AlisonBLowndes: Looking forward to this @GaryMarcus. Tune in all, 4.15pm UK (Lisbon) Nov 4: https://t.co/RnuXORRmPC

2022-10-29 13:39:15 @LauraRuis @Isinlor I am less sanguine. I wouldn’t be surprised to see improvements on this or that benchmark, but pragmatics fundamentally requires reasoning about models of the world (eg other’s beliefs), and I see no reason to think that LLMs their own can reliably construct such things.

2022-10-29 01:03:47 @albertwebson @_jasonwei @tallinzen skeptical of 1, but keen to see the argumentyou may have seen my new work w @EvelinaLeivada and @ElliotMurphy91, different architecture but perhaps relevant:https://t.co/UWUg6kQ3Df

2022-10-29 00:46:43 @albertwebson @_jasonwei @tallinzen I don’t think all forms of intelligence need to do arithmetic. but these kinds of errors give some insight in a semi-controlled way into a deeper, not yet solved challenge of translating language into models of the world. curious to see the paper when you can share

2022-10-28 21:32:45 RT @egrefen: I'm biased, obviously, but I think this is *such* an important result. Implicature and pragmatics are essential, ubiquitous, a…

2022-10-28 17:50:52 Just rehearsed Noam Chomsky and @jeremyakahn Nov 4, livestreamed at https://t.co/vQcEjAQCtg https://t.co/k93hY3EmVu

2022-10-28 14:18:18 indeed, slashing moderation just as synthetic content becomes widespread does seem like a disaster-in-the-making https://t.co/gEMMehatm7

2022-10-28 10:49:43 AGI, my eye. https://t.co/EmVNJRUzpz

2022-10-28 10:47:51 @L_andreae @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab agree w @L_andreae, eg a classic paper by Thelen showed that newborn humans will step, and that is really an issue of weight etc rather than lack of motor program per se: https://t.co/09LnIrfIqf

2022-10-28 10:39:40 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab (i pasted the image above/here it is) https://t.co/JjMRtntwN9

2022-10-28 10:29:06 @IntuitMachine @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab presumably both

2022-10-28 10:21:19 @L_andreae @WiringTheBrain my books https://t.co/Pt7HZc3RJd, Kluge, and The Birth of The Mind

2022-10-28 10:13:59 RT @Abebab: the most insightful knowledge about a field comes from experts in the field that hold a healthy skeptical view on the topic and…

2022-10-28 10:08:07 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab beautiful new review, by @neuroluci. how do you even think about this stuff if you are a staunch anti-nativist? https://t.co/RvacUhsspE

2022-10-28 10:01:09 @L_andreae @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @Datta_Lab hmm, figure 2 from Verhage et al certainly speaks to those questions (# and pattern) to some degree

2022-10-28 09:56:27 @AthenaAI2 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it goes to showing how little we understand the brain &

2022-10-28 09:50:19 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab agreed! and yet you wouldn’t know that from reading a lot of philosophers and AI researchers these days. &

2022-10-28 09:39:10 @bdanubius @WiringTheBrain @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab it seems to me then that the reasonable conclusion is same as what I wrote in my lay summary in 2004: brain development uses a mix of activity-dependent (some not all intrinsically guided) &

2022-10-28 09:13:25 @WiringTheBrain @bdanubius @sainsbury_tom @skeptencephalon @kendmil @behrenstimb @TonyZador @DrYohanJohn @drmichaellevin @StevenQuartz @prokraustinator @BeckerLabCRTD @Christakou @michael_nyaga @L_andreae @Datta_Lab not mentioned but also seemingly relevant is Verhage et al (2000), esp figure 2 (“Correct assembly of the brain the absence of neurotransmitter secretion”) below. Anyone in this thread have thoughts on it? https://t.co/6O4OlOjoQZ

2022-10-27 18:46:45 @fhuszar https://t.co/UWUg6kxUp7

2022-10-27 18:20:33 if i had a dollar for every time someone cherry-picked DALL-E 2 art, I coulda outbid Elon for Twitter https://t.co/kHe92VtnFB

2022-10-27 15:49:18 @ylecun @ProfNoahGian so you have never done your own ground truth study and are relying on those outside orgs?

2022-10-27 15:37:48 @ylecun @ProfNoahGian our messages crossed

2022-10-27 15:31:15 @ylecun @ProfNoahGian that doesn’t answer @ProfNoahGianyou need a (large) sample that is carefully human reviewed ground truth. in that ground truth, two questions:1. what % would be detected by the AI?2.what % of what is missed by the AI is flagged by humans?you are addressing #2, not #1

2022-10-27 14:58:35 As ever, @KBAndersen has his finger on the pulse. (Answer to his question in the comments, in case you need it.) https://t.co/gqwcRACOmx

2022-10-24 02:35:23 there are two kinds of people in this world.those brave enough to speak truth to powerand those who are not.

2022-10-24 02:31:32 @primalpoly @AmandaAskell @AlecMacGillis @JoshuaChaffin i agree. I would put a lot more trust in a single anecdote involving tricking poor people into flying to Martha’s Vineyard for nonexistent jobs.

2022-10-24 01:47:36 @pmddomingos “And if there's war between the sexesThen there'll be no people left”

2022-10-24 01:39:40 @filippie509 @KordingLab @TonyZador

2022-10-24 01:21:55 @filippie509 it also doesn’t cite my endless arguments for years about looking to cognitive science, or even my paper with marblestone in Science…

2022-10-24 00:37:11 @voxbec @davidchalmers42 @mbusigin not disputing this but many people would take these to be influences on cognition. as i said the list is odd, from how people typically use the term, not necessarily wrong. in general people often distinguish between perception (eg olfaction, low level vision) and cognition.

2022-10-23 23:56:44 RT @AmandaAskell: If you don't have time to provide any evidence that someone is a eugenicist (beyond alluding to articles that also don't…

2022-10-23 22:55:22 @GaneshNatesh @ceobillionaire there has been zero budget thus far, zero charge. all participants (including us) have donated their time.

2022-10-23 22:10:34 . @ceobillionaire and I are pleased to announce that we will be resuming our AI debate series, December 23. Mark your calendar, for some exciting conversations, and reply below to suggest participants. (We already have our own ideas, but might have room for a couple more.)

2022-10-23 22:07:25 In the real world of AGI, nobody knows what to do, nor how to do it. https://t.co/4DPbeIKz85

2022-10-23 21:59:17 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher here: https://t.co/5jrUODZuNt

2022-10-23 21:57:13 @Korrelan_AI @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher you need a world model for that, IMHO

2022-10-23 21:56:53 @AndrewLampinen @pmddomingos @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher i saw a talk at NeurIPS c 2017 or 2018. don’t know how active it is

2022-10-23 21:47:41 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher well, if it’s created post-training but eg it’s snow white with elves rather than dwarves, i am not super impressed.but i think you are generally thinking about the right kind of issues

2022-10-23 21:44:47 . (But what a messed-up field if that actually guides people’s research choices.) https://t.co/rTXXHpKN3f

2022-10-23 21:43:10 @pmddomingos @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher link? i’d be curious

2022-10-23 21:41:34 @Peterbart @mpshanahan @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher ever since Wittgenstein we’ve known that language doesn’t work that way… and I am happy in that corner

2022-10-23 21:40:33 @DeonTBenton the empiricist’s imagination knows no bounds.

2022-10-23 21:39:58 @AndrewLampinen @Peterbart @mpshanahan @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher fair :)

2022-10-23 21:39:44 @AndrewLampinen @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher just the general idea that we want generalization rather than mere memory. we might eg actually want to have two different tracks, short and open-length, tracking empirically how much progress on one leads to progress on the other.

2022-10-23 04:48:29 @NoraNewcombe you are *referencing* those distinctions, but I don’t see how their particular way of carving things up helps. as stated, something here needs be represented, and the format for that representation itself appears to be innate.

2022-10-23 04:41:20 @davidchalmers42 @mbusigin definitely grey and debatable but cognitive science actually seems broader than cognition/cognitive to me. (eg for me it clearly includes parts of philosophy of mind that i wouldn’t include in cognitive psychology per se). but there’s no fact of the matter certainly/YMMV.

2022-10-23 04:35:49 @DeonTBenton i even said “privately” ffs

2022-10-23 04:35:30 @DeonTBenton wow. you are a jerk, reposting private messages. i am going to block you and end our correspondance if you don’t delete that.

2022-10-23 02:21:41 @davidchalmers42 @mbusigin i mean, i guess, but olfaction? feelings? it’s pretty different from the most common uses of the word cognition

2022-10-23 02:19:17 RT @GaryMarcus: @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg…

2022-10-23 02:12:43 @bradpwyble @pfau @ylecun @KordingLab @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher @davidpoeppel @TonyZador @AdamMarblestone sorry totally agree and meant to mark that (though it has been considered in neuroscience)

2022-10-23 02:11:40 RT @william_g_ray: @ESYudkowsky In 20 years, people will view content created before 2021 as pure and untainted by GPT. They will mine it i…

2022-10-23 01:49:33 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble eg see list here of many agreements https://t.co/Odg2QIt39X

2022-10-23 01:48:00 @sreejan_kumar @ylecun @pfau @KordingLab @bradpwyble don’t believe the press clippings

2022-10-23 01:47:45 Funny how people keep thinking this when there is so much @ylecun and I agree on, eg. recently summarized here: https://t.co/Odg2QIt39X https://t.co/bpwARC92W8

2022-10-23 01:46:14 @pfau @ylecun @KordingLab @bradpwyble @mattlark @YiotaPoirazi @AllenInstitute @Nancy_Kanwisher and of course the notion of variable binding is critical but hardly widely embraced in MLam sure that eg @KordingLab @davidpoeppel @TonyZador @AdamMarblestone and many others can add to this list

2022-10-23 01:43:24 @pfau @ylecun @KordingLab @bradpwyble ideas from neurosci yet to be fully embraced in ML:- massive amount of structure (eg Van Essen diagram) - power of dendrites (@mattlark/@YiotaPoirazi etc)- variety of neurons (@AllenInstitute)- areawise specialization (@Nancy_Kanwisher)- intrinsic cues &

2022-10-23 01:25:07 @pfau @ylecun @KordingLab @bradpwyble well, ok, that might be fair. i will go with “some ideas from the 60s had real impact”, but neuroscience hasn’t been a major driver since. (experience replay, and what else from neuroscience post 1970? not a huge list?)

2022-10-23 01:21:26 @lathropa @DeonTBenton one might have thought that since dall-e had both images and text that that visual input might have served as grounding, but of course compositionality didn’t emerge. (a couple years ago people said we just need our llms to have visual input…)

2022-10-23 01:17:31 @lathropa @DeonTBenton dall-e doesn’t refute statistical learning (it is consistent with it) nor the notion that statistical learning might contribute to language learning but rather causes problems for a theory in which statistical learning by itself magically gives you language.

2022-10-22 21:13:38 Have we made exponential progress towards Hawking’s notion of intelligence? I dare say no. https://t.co/WMJDWCjuke

2022-10-22 21:12:41 RT @IntuitMachine: @GaryMarcus @PaulTopping @bradpwyble @DeonTBenton "Intelligence is the ability to adapt to change." - Stephen Hawking

2022-10-22 21:08:55 @IntuitMachine @PaulTopping @bradpwyble @DeonTBenton for sure

2022-10-22 21:08:40 @DeonTBenton sure, and see also https://t.co/0rYVHqm8SK for a bias that can’t be explained in the same way.there is both learning and innateness. you haven’t said anything that convinces me otherwise, just given me more evidence for learning (that as it happens I already knew)

2022-10-22 02:07:26 @quocleix there is an error somewhere. Hinton is born in 1947, not in 1963. may i assume that the error is in the tweet rather than the paper?

2022-10-21 21:52:16 RT @vdignum: @GaryMarcus @nirsd Working on moving #AI beyond current #ML practices and approaches is not only a good idea but a much needed…

2022-10-21 21:21:12 @Grady_Booch @davidchalmers42 fyi

2022-10-21 21:00:07 @LucaAmb strawpersoning someone who says “maybe” and “hints” as concluding anything prematurely is a bit unfair, no?

2022-10-21 20:55:00 @LucaAmb i raised a question and said i saw two hints

2022-10-21 19:41:41 @LucaAmb gee, if it were a deep learning demo you’d say “it’s early days, give them a chance”

2022-10-21 18:01:14 @PaulTopping @kohn_gregory @TonyZador @sanewman1 @ehud @SpeciesTypical or mansplaining masked in philosophical jargon? hard to say.

2022-10-21 18:00:14 Retweeting this tweet from four years ago because it perfectly anticipated @ylecun’s three stages of grief. https://t.co/lgoWfHjQBU

2022-10-21 17:59:06 RT @atldgtltrnsfnug: “In defense of skepticism about deep learning” by @GaryMarcus https://t.co/eYns9BWklh“All truth passes through three…

2022-10-21 17:57:40 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical and not the DNA itself?? just the reading process? what are you saying??

2022-10-21 17:56:54 @kohn_gregory @TonyZador @sanewman1 @PaulTopping @ehud @SpeciesTypical do you honestly think that i don’t that? or that is any different from an unplayed record? or unread book?

2022-10-21 17:54:59 @SpeciesTypical @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory i have never blocked someone simply for being obtuse before but I am feeling close…

2022-10-21 17:54:36 @kohn_gregory @PaulTopping @ehud @sanewman1 @SpeciesTypical “not relevant until it participates” doesn’t mean it doesn’t exist!same thing with my record player groove

2022-10-21 17:34:40 Pretty prescient, no? https://t.co/lgoWfHjQBU

2022-10-21 17:17:32 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical and more seriously: https://t.co/JS6U3kWl1v

2022-10-21 17:16:51 @TonyZador @sanewman1 @PaulTopping @ehud @kohn_gregory @SpeciesTypical nope! @kohn_gregory assures me there is no information in genes at all, &

2022-10-21 17:13:55 @WiringTheBrain @sanewman1 learning, clearly. because empiricism is all that is left!

2022-10-21 17:00:40 true, but fundamentally misleadinggenes aren’t blueprints. they don’t “directly” contain information for phenotypes—but they do contain an enormous amount of information that is relevant and causally influential. https://t.co/jH07H5Cjvh

2022-10-21 16:31:01 @math_dandy so now “deep” also encompasses a single layer, which was its historical point of contrast? and maybe literally all of statistics and computer science, too?

2022-10-21 15:53:02 so maybe you don’t need deep learning after all? just good statistics? 2nd hint of this in October… https://t.co/6Ks02OmNfr

2022-10-21 00:00:22 RT @ruchowdh: The 8 bit bias bounty is now live!! Thank you @Melissahei for the article on what the bounty program means in context of the…

2022-10-20 23:38:05 anyone want to organize a conference or conference session, red-teaming current AI, as suggest below by @nirsd? it’s a good idea. https://t.co/mTZGIrwqAi

2022-10-20 23:30:06 RT @kanjun: Today, AI systems can create stunning art &

2022-10-20 23:26:04 @nirsd i have actually seen such things advertised and honestly don’t know how you proceed if you don’t know what you are trying to fix

2022-10-20 23:24:01 RT @dcli: saw ted chiang give a talk yesterday where he basically told a bunch of ai bros, "we are nowhere near having real ai, and what we…

2022-10-20 23:14:20 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb and repeating since you missed it the first time: https://t.co/5MjfJ1h6k6

2022-10-20 23:13:41 @berent_iris for sure. no competition there

2022-10-20 23:09:55 @berent_iris also mouse wins on 3d understanding of where objects are

2022-10-20 23:07:52 @berent_iris mice have mediocre vision. so maybe not (of course they also use smell etc): but they beat models by a lot in knowing what to do with objects that they do recognize

2022-10-20 21:36:52 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb put differently, if a n-gram model (with very large n) got compositional syntax right 66% of the time, it wouldn't mean the n-gram model had compositionality, would it?

2022-10-20 21:35:34 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb whatever they get or don't get is parasitic on corpus stats. on the image synthesis stuff some colleagues and i have data we will report shortly and feel really confident that you are mistaking getting things right for the wrong reason with actually get them right.

2022-10-20 19:36:08 excellent work, offering a different and important take on compositionality

2022-10-20 19:30:56 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb another great example of the mappings are naive: https://t.co/d1bO9t8Spj

2022-10-20 19:28:50 @ihorgowda if herschel is our goal, we are doomed

2022-10-20 14:53:10 where is AI relative to mouse cognition? excellent thread! mouse experts please add to it! https://t.co/71a6kQJbqy

2022-10-20 14:48:26 @kohn_gregory @SpeciesTypical @sanewman1 that’s silly. honestly we have nothing to talk about

2022-10-20 14:43:41 @kohn_gregory @sanewman1 @SpeciesTypical not seeing the argument there, but yes i was trying to make a more sophisticated nativism.i am sure the @WiringTheBrain would say the subsequent 17 years of dev neuro have been kind to that position: eg https://t.co/bUgW8d0XTQ &

2022-10-20 14:40:08 @kohn_gregory @SpeciesTypical @sanewman1 this is confused. it is like saying there is no information in an LP, because you need to have a record player to play it.if you flatten the groove, you lose the info

2022-10-20 14:37:13 @kohn_gregory @SpeciesTypical umm… we were talking about the physical structure of the hand, and you have swapped to the motor programs controlling it. obviously the latter involves learning.

2022-10-20 14:33:19 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb @ZoubinGhahrama1 should give @TristanThrush access so Tristan can run a Winoground, then.

2022-10-20 14:31:17 and a pioneer in common sense reasoning! and now on Twitter: @ErnestSDavis https://t.co/3VWbdX2wTi

2022-10-20 08:09:29 RT @BarryOSullivan: I highly recommend this talk! And check out Ernie’s excellent book with @GaryMarcus: “Rebooting AI: Building Artificial…

2022-10-20 07:40:51 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb also note that @slatestarcodex initially declared victory in a bet re Imagen, and then retracted. i will believe that Imagen is real progress on compositionality only when it is carefully demonstrated.

2022-10-20 07:30:29 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i have asked them endlessly to make it available or test the Winoground benchmark. they have refused. i can speak w authority only re systems i (or others) can test. but remain skeptical about those hidden from testing.

2022-10-20 07:25:16 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb ie it is this claim above on image synthesis that i am questioning w.r.t. grammar: https://t.co/QLqpvsjqyL

2022-10-20 07:23:02 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb i was responding to a tweet that seemed to be about image synthesis

2022-10-20 07:02:11 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb best evidence that an image synthesis system captures some grammar? they seem to have some serious problems with binding.

2022-10-20 04:02:23 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb correction to last sentence: even when it gets it right it is bloviating. in no case does LLM do inference and reasoning over a world model

2022-10-20 03:59:45 @pmddomingos @bengoertzel @ch402 @AvilaGarcez @luislamb they composit but without proper variable binding they aren’t properly compositional. they also fail on part-whole relationships, function, etcin some ways the language side is akin to bag-of-words model, which represent language in a very impoverished way.

2022-10-20 03:45:25 RT @databu: Interesting discussion with @GaryMarcus and @bengoertzel there

2022-10-20 03:21:11 @pmddomingos @erikbryn without social media the riot probably wouldn’t have happened

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-18 21:21:17 @ylecun @mrgreene1977 Potentially deadly TikTok challenges

2022-11-18 21:15:06 RT @michaelharriot: They won’t know what breaks until it breaks. It’s a matter of what breaks. “It’s not like McDonalds’ bro. You can’t ta…

2022-11-18 21:06:16 https://t.co/7aDMXp6G3g

2022-11-18 19:21:26 RT @GaryMarcus: @elonmusk What about misinformation?

2022-11-18 19:20:56 I Like Free Speech So Much I’ve Decided to Buy It - McSweeney’s https://t.co/Yw3n94HAQW

2022-11-18 19:18:59 @elonmusk What about misinformation?

2022-11-18 19:06:43 Galactica

2022-11-18 15:50:32 @yoavgo @ylecun @rasbt @manes @Abebab Troll farms cost money and presumably limited by budget. The more they can put out the more effective they are.

2022-11-18 15:36:47 @yoavgo @rasbt @manes @ylecun @Abebab On the scenario, secondary customers like journalists will have no longer have any trust in arXiv at all.

2022-11-18 15:34:22 @ylecun @rasbt @manes @Abebab It will reduce the cost hence increase the volume, hence make the problem worse.

2022-11-18 15:12:49 RT @GaryMarcus: @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherent…

2022-11-18 15:12:34 @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherently hallucinate. It weaponized the ability of these tools to spread fake science. The vitriol is proportionate to the risk. I am shocked that you are indifferent to this.

2022-11-18 15:06:40 “once perfected” is carrying a lot of weight here. there is no way Galactica will be perfected in next year or two, probably a lot longer. happy to publicly debate you about this, but recommend you start by rereading your own recent critique @noemamag of large language models. https://t.co/LYXD0E0jyI

2022-11-18 13:51:45 very rational fear https://t.co/bY0hUrnzcv

2022-11-18 13:41:25 follow friday may not be a thing much longer over here on Twitter but follow @abebab. And she’s on Mastodon now, too. https://t.co/29GfLksNFx

2022-11-18 13:38:38 RT @Abebab: @ylecun Pretty much exactly what happened was you overhyped and released a model. People tested it (you should be thankful for…

2022-11-18 13:15:06 Just saying, in case this ship goes down, @garymarcus@sigmoid.social

2022-11-18 12:55:18 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab 100% support thinking through the potential social consequences. There is a lot of room for important argument there.

2022-11-18 12:48:16 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab Thank you. and to be clear I am all for spelling out the latter part and will amplify the message if is is constructed carefully and respectfully. (If you want to write something longer, DM.)

2022-11-18 12:24:50 @HeidyKhlaaf @AmandaAskell @andrewthesmart Yes, there are lot of ideas within EA, some well-intentioned, some not. some briefly considered, some taken seriously, some not

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-20 03:29:28 @AI4Code @SumitGulwani

2022-11-20 01:02:03 October 28: No reinstatements without a council Nov 19: Never mind about the council. I asked my fans, mostly right of center. Trump’s back in. https://t.co/b3xrNznGcO

2022-11-20 00:45:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab @mrgreene1977 Galactica has deeper problems: - it is unconstrained by the facts are in its database (eg it said that Elon Musk died in 2018 car crash but probably has data to the contrary) - it gives no indication when it makes something up that isn’t database

2022-11-20 00:33:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab I think what he means that the model made false inferences eg about value in eating crushed glass (per @mrgreene1977) https://t.co/eOlWcTDTxL

2022-11-20 00:31:09 @mark_riedl @Sergei_Imaging @ylecun @mrgreene1977 no doubt that cat is out of the bag, and it’s easy enough to replicate. soon enough we find out empirically how much impact systems like these have. (though of course hard to trace since the quality of the mimicry is high and there are no watermarks)

2022-11-20 00:29:43 @srijankedia @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian @emilio__ferrara @davidlazer @gianluca_string @CrashTheMod3 It’s quite worrisome that @metaAI’s Chief AI officer shows little apparent familiarity with such work.

2022-11-20 00:27:54 @tdietterich @ylecun @mrgreene1977 and they are in fact starting to be used, and as cost of doing them well decreases, we can expect them to be more widespread. some examples from 2022: https://t.co/4kxqUjHXXT 2024 election, who knows?

2022-11-20 00:22:17 #Galactica is fine, because if it makes stuff up, no problemo. @metaAI’s Chief AI Officer just told me so. And he’s *sure* nobody would ever misuse his tool. Yeah, right. https://t.co/9uk9YE56ad

2022-11-20 00:20:04 @noUpside @ylecun @mrgreene1977 @katestarbird @sinanaral @ProfNoahGian Ask Yann, who thinks it is actually hunky-dory, but my theory was this: https://t.co/tfjaWTQuHW

2022-11-20 00:10:39 @ylecun @srijankedia @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Low probabilities ≠ zero probabilities. Low probabilities with low cost ≠ zero probabilities with zero cost. Every spammer, ever, knows this. Same principles will apply to misinfo

2022-11-20 00:06:40 Twitter on IOS just crashed midtweet and I lost my work. First time that happened in a decade of using it. also having some load time issues. And so it begins.

2022-11-20 00:02:31 @ylecun @jppesky @mrgreene1977 on latter point, better said: https://t.co/SLZ7lVHQ4f

2022-11-20 00:00:29 @ylecun @jppesky @mrgreene1977 You are coming across as obtuse. - You act as if misinfo has had no impact in the real world (despite success of anti-vax campaigns) - Act as if the only way in which scientific-sounding nonsense has impact is if it is in a peer review journal - Treat low prob as zero probability

2022-11-19 23:52:54 @TonyZador @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian perhaps someone in 1985 said “email isn’t going to have any effect on scamming. it’s driven by how much people want to be taken.” the biggest application of LLMs is now? it’s apparently making nonsense for SEO optimization. New ways to do in volume, because cost is cheaper.

2022-11-19 23:14:23 @ylecun @mrgreene1977 Come on, it’s not just about journals. To take one example, vaccine misinformation, oft presented as “scientific” [eg https://t.co/B1JmJihJpl], likely had significant impact on vaccination rates. Tagging @noUpside @katestarbird @sinanaral @ProfNoahGian for more perspectives.

2022-11-19 22:13:07 RT @GaryMarcus: @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like a…

2022-11-19 22:11:50 @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like articles trivial rather than laborious? &

2022-11-19 19:43:40 @ylecun @Grady_Booch @Jeff_Aronson @Abebab The sand is in thinking that a system like this can stick to reality. It cannot.

2022-11-19 19:13:54 @ylecun @Abebab Ps repeating for convenience: https://t.co/BBE3moQFea

2022-11-18 21:21:17 @ylecun @mrgreene1977 Potentially deadly TikTok challenges

2022-11-18 21:15:06 RT @michaelharriot: They won’t know what breaks until it breaks. It’s a matter of what breaks. “It’s not like McDonalds’ bro. You can’t ta…

2022-11-18 21:06:16 https://t.co/7aDMXp6G3g

2022-11-18 19:21:26 RT @GaryMarcus: @elonmusk What about misinformation?

2022-11-18 19:20:56 I Like Free Speech So Much I’ve Decided to Buy It - McSweeney’s https://t.co/Yw3n94HAQW

2022-11-18 19:18:59 @elonmusk What about misinformation?

2022-11-18 19:06:43 Galactica

2022-11-18 15:50:32 @yoavgo @ylecun @rasbt @manes @Abebab Troll farms cost money and presumably limited by budget. The more they can put out the more effective they are.

2022-11-18 15:36:47 @yoavgo @rasbt @manes @ylecun @Abebab On the scenario, secondary customers like journalists will have no longer have any trust in arXiv at all.

2022-11-18 15:34:22 @ylecun @rasbt @manes @Abebab It will reduce the cost hence increase the volume, hence make the problem worse.

2022-11-18 15:12:49 RT @GaryMarcus: @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherent…

2022-11-18 15:12:34 @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherently hallucinate. It weaponized the ability of these tools to spread fake science. The vitriol is proportionate to the risk. I am shocked that you are indifferent to this.

2022-11-18 15:06:40 “once perfected” is carrying a lot of weight here. there is no way Galactica will be perfected in next year or two, probably a lot longer. happy to publicly debate you about this, but recommend you start by rereading your own recent critique @noemamag of large language models. https://t.co/LYXD0E0jyI

2022-11-18 13:51:45 very rational fear https://t.co/bY0hUrnzcv

2022-11-18 13:41:25 follow friday may not be a thing much longer over here on Twitter but follow @abebab. And she’s on Mastodon now, too. https://t.co/29GfLksNFx

2022-11-18 13:38:38 RT @Abebab: @ylecun Pretty much exactly what happened was you overhyped and released a model. People tested it (you should be thankful for…

2022-11-18 13:15:06 Just saying, in case this ship goes down, @garymarcus@sigmoid.social

2022-11-18 12:55:18 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab 100% support thinking through the potential social consequences. There is a lot of room for important argument there.

2022-11-18 12:48:16 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab Thank you. and to be clear I am all for spelling out the latter part and will amplify the message if is is constructed carefully and respectfully. (If you want to write something longer, DM.)

2022-11-18 12:24:50 @HeidyKhlaaf @AmandaAskell @andrewthesmart Yes, there are lot of ideas within EA, some well-intentioned, some not. some briefly considered, some taken seriously, some not

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-21 04:18:23 epic trolls from @rsalakhu (2 of 2, and so subtle the target isn’t even named). 100% factual, too. @soumithchintala’s response, which I initially missed, is indeed great and very professional. (He’s not the one being trolled.) https://t.co/ar5MIW5nFr

2022-11-21 04:17:18 @soumithchintala @moreisdifferent Appreciate your sober thread. I do think though that there is an inherent unsolved challenge though inasmuch as no current tech can really eliminate the widespread hallucinations.

2022-11-21 04:08:02 epic trolls from @rsalakhu (1 of 2) https://t.co/cMuq49z0Bo

2022-11-21 04:05:29 @pmddomingos @YejinChoinka in the limit of unlimited data, they are same, as I said. The difference is in the learning. But the learning isn’t real compositionality

2022-11-21 02:57:56 @pmddomingos @YejinChoinka And see also https://t.co/UWUg6kQ3Df by @EvelinaLeivada @ElliotMurphy91 and myself in different but related architecture

2022-11-21 02:55:39 @pmddomingos In the limit they are the same (universal function approximators). They are better at learning syntax but they still don’t have a compositional semantics. Which is why eg they fail at @YejinChoinka’s recent https://t.co/wsic38AdLR

2022-11-21 02:42:05 @pmddomingos Representing grammar is cheap - lots of architecture can do that in the limit. learning grammar from data is same problem it ever was. And you are still inaccurate in what you said about compositionality.

2022-11-21 02:22:41 @pmddomingos not quite right. They have a proxy that looks vaguely like compositionality. They don’t have meanings lawfully composed from parts, governed by syntax.

2022-11-21 02:18:55 amazing how many people missed that this was a joke https://t.co/myv5yd2xEU

2022-11-21 00:04:24 RT @MuhammedKambal: @GaryMarcus On a related note, this morning I watched your debate with Chnosky on debunking the big lie of AI. Quite ex…

2022-11-20 23:34:04 @Ted_Underwood @CriticalAI @true_mxp @JrKibs @_akpiper https://t.co/wsic38AdLR

2022-11-20 23:18:10 @ylecun @untitled01ipynb @rsalakhu @rsalakhu trolls @ylecun and I get blamed. (Does this count as a countercountertroll?)

2022-11-20 19:55:33 @ylecun @CriticalAI @TonyZador @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Just answer this one question, Yann: https://t.co/BctdIM1PSW

2022-11-20 19:49:08 @PeterShor1 @ylecun @Grady_Booch @Jeff_Aronson @Abebab Were there any usability studies with actual users? You’d want to evaluate accuracy, and not just speed.

2022-11-20 18:10:34 Tweeted this day before Galactica came out https://t.co/p0cb9QUOW1

2022-11-20 18:09:27 @Ted_Underwood @true_mxp @JrKibs @_akpiper people can (and are) approaching it, but they can’t do it. with training and diet, i can “approach” running a 2 min mile, but it ain’t gonna happen with my body.

2022-11-20 18:07:18 @ykilcher has anyone done *any*? how? I just asked Yann re FB

2022-11-20 18:06:03 @Ted_Underwood @true_mxp @JrKibs @_akpiper the abject failure of Galactica to do so is btw an object lesson here. so are the woeful results on TruthfulQA across the whole field, and much harder tasks might be devised.

2022-11-20 18:03:37 @Ted_Underwood @true_mxp @JrKibs @_akpiper no, current software cannot do that remotely reliable

2022-11-20 03:29:28 @AI4Code @SumitGulwani

2022-11-20 01:02:03 October 28: No reinstatements without a council Nov 19: Never mind about the council. I asked my fans, mostly right of center. Trump’s back in. https://t.co/b3xrNznGcO

2022-11-20 00:45:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab @mrgreene1977 Galactica has deeper problems: - it is unconstrained by the facts are in its database (eg it said that Elon Musk died in 2018 car crash but probably has data to the contrary) - it gives no indication when it makes something up that isn’t database

2022-11-20 00:33:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab I think what he means that the model made false inferences eg about value in eating crushed glass (per @mrgreene1977) https://t.co/eOlWcTDTxL

2022-11-20 00:31:09 @mark_riedl @Sergei_Imaging @ylecun @mrgreene1977 no doubt that cat is out of the bag, and it’s easy enough to replicate. soon enough we find out empirically how much impact systems like these have. (though of course hard to trace since the quality of the mimicry is high and there are no watermarks)

2022-11-20 00:29:43 @srijankedia @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian @emilio__ferrara @davidlazer @gianluca_string @CrashTheMod3 It’s quite worrisome that @metaAI’s Chief AI officer shows little apparent familiarity with such work.

2022-11-20 00:27:54 @tdietterich @ylecun @mrgreene1977 and they are in fact starting to be used, and as cost of doing them well decreases, we can expect them to be more widespread. some examples from 2022: https://t.co/4kxqUjHXXT 2024 election, who knows?

2022-11-20 00:22:17 #Galactica is fine, because if it makes stuff up, no problemo. @metaAI’s Chief AI Officer just told me so. And he’s *sure* nobody would ever misuse his tool. Yeah, right. https://t.co/9uk9YE56ad

2022-11-20 00:20:04 @noUpside @ylecun @mrgreene1977 @katestarbird @sinanaral @ProfNoahGian Ask Yann, who thinks it is actually hunky-dory, but my theory was this: https://t.co/tfjaWTQuHW

2022-11-20 00:10:39 @ylecun @srijankedia @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Low probabilities ≠ zero probabilities. Low probabilities with low cost ≠ zero probabilities with zero cost. Every spammer, ever, knows this. Same principles will apply to misinfo

2022-11-20 00:06:40 Twitter on IOS just crashed midtweet and I lost my work. First time that happened in a decade of using it. also having some load time issues. And so it begins.

2022-11-20 00:02:31 @ylecun @jppesky @mrgreene1977 on latter point, better said: https://t.co/SLZ7lVHQ4f

2022-11-20 00:00:29 @ylecun @jppesky @mrgreene1977 You are coming across as obtuse. - You act as if misinfo has had no impact in the real world (despite success of anti-vax campaigns) - Act as if the only way in which scientific-sounding nonsense has impact is if it is in a peer review journal - Treat low prob as zero probability

2022-11-19 23:52:54 @TonyZador @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian perhaps someone in 1985 said “email isn’t going to have any effect on scamming. it’s driven by how much people want to be taken.” the biggest application of LLMs is now? it’s apparently making nonsense for SEO optimization. New ways to do in volume, because cost is cheaper.

2022-11-19 23:14:23 @ylecun @mrgreene1977 Come on, it’s not just about journals. To take one example, vaccine misinformation, oft presented as “scientific” [eg https://t.co/B1JmJihJpl], likely had significant impact on vaccination rates. Tagging @noUpside @katestarbird @sinanaral @ProfNoahGian for more perspectives.

2022-11-19 22:13:07 RT @GaryMarcus: @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like a…

2022-11-19 22:11:50 @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like articles trivial rather than laborious? &

2022-11-19 19:43:40 @ylecun @Grady_Booch @Jeff_Aronson @Abebab The sand is in thinking that a system like this can stick to reality. It cannot.

2022-11-19 19:13:54 @ylecun @Abebab Ps repeating for convenience: https://t.co/BBE3moQFea

2022-11-18 21:21:17 @ylecun @mrgreene1977 Potentially deadly TikTok challenges

2022-11-18 21:15:06 RT @michaelharriot: They won’t know what breaks until it breaks. It’s a matter of what breaks. “It’s not like McDonalds’ bro. You can’t ta…

2022-11-18 21:06:16 https://t.co/7aDMXp6G3g

2022-11-18 19:21:26 RT @GaryMarcus: @elonmusk What about misinformation?

2022-11-18 19:20:56 I Like Free Speech So Much I’ve Decided to Buy It - McSweeney’s https://t.co/Yw3n94HAQW

2022-11-18 19:18:59 @elonmusk What about misinformation?

2022-11-18 19:06:43 Galactica

2022-11-18 15:50:32 @yoavgo @ylecun @rasbt @manes @Abebab Troll farms cost money and presumably limited by budget. The more they can put out the more effective they are.

2022-11-18 15:36:47 @yoavgo @rasbt @manes @ylecun @Abebab On the scenario, secondary customers like journalists will have no longer have any trust in arXiv at all.

2022-11-18 15:34:22 @ylecun @rasbt @manes @Abebab It will reduce the cost hence increase the volume, hence make the problem worse.

2022-11-18 15:12:49 RT @GaryMarcus: @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherent…

2022-11-18 15:12:34 @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherently hallucinate. It weaponized the ability of these tools to spread fake science. The vitriol is proportionate to the risk. I am shocked that you are indifferent to this.

2022-11-18 15:06:40 “once perfected” is carrying a lot of weight here. there is no way Galactica will be perfected in next year or two, probably a lot longer. happy to publicly debate you about this, but recommend you start by rereading your own recent critique @noemamag of large language models. https://t.co/LYXD0E0jyI

2022-11-18 13:51:45 very rational fear https://t.co/bY0hUrnzcv

2022-11-18 13:41:25 follow friday may not be a thing much longer over here on Twitter but follow @abebab. And she’s on Mastodon now, too. https://t.co/29GfLksNFx

2022-11-18 13:38:38 RT @Abebab: @ylecun Pretty much exactly what happened was you overhyped and released a model. People tested it (you should be thankful for…

2022-11-18 13:15:06 Just saying, in case this ship goes down, @garymarcus@sigmoid.social

2022-11-18 12:55:18 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab 100% support thinking through the potential social consequences. There is a lot of room for important argument there.

2022-11-18 12:48:16 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab Thank you. and to be clear I am all for spelling out the latter part and will amplify the message if is is constructed carefully and respectfully. (If you want to write something longer, DM.)

2022-11-18 12:24:50 @HeidyKhlaaf @AmandaAskell @andrewthesmart Yes, there are lot of ideas within EA, some well-intentioned, some not. some briefly considered, some taken seriously, some not

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-22 04:29:55 Interesting that none of these (including in the replies) get the QWERTY layout even though so many pictures of that exist. https://t.co/v1wMtG2O6c

2022-11-22 03:55:02 @Tkaraletsos @eerac Irene Pepperberg has written quite bit about how clever they are.

2022-11-22 03:00:45 RT @tribelaw: Richard Fierro saved so many lives. He deserves all our gratitude. Thanksgiving! https://t.co/00VYhHdDwd

2022-11-22 02:34:59 @MichaelTrazzi has there been any significant progress in the (mis)alignment of goals since she started research the topic? how serious a problem is it now?

2022-11-22 02:30:26 Elon Musk got paid about 10% of the market cap of Tesla to pay attention to … Tesla (which has fallen by roughly half since he decided to buy Twitter). &

2022-11-22 01:25:28 I Vancouver https://t.co/ifnquaT7Fw

2022-11-22 00:49:33 Did AI fail to meet expectations again? Personally, I would pay real money for a virtual assistant of the caliber of the OS in the film Her, but not for an AI with the narrowness of Alexa or the hallucinations of Galactica. https://t.co/G68u1XKWG8

2022-11-22 00:08:54 Via @danielmalmer on LinkedIn on some hate-filled ads that were purchased (but not published)

2022-11-22 00:04:45 @riedelcastro @soumithchintala @moreisdifferent and would welcome other pointers to relevant work!

2022-11-22 00:04:09 @riedelcastro @soumithchintala @moreisdifferent best evidence that this is near-term plausible? i’ve enjoyed some of your work (eg on Wiki verifiability), but wonder how it would manage around the kinds of things I have seen Galactica produce/that I posted here and on my Substack over last few days.

2022-11-21 23:08:15 @NaveenGRao I also wrote this earlier in same topic: https://t.co/DAKe19V1Dy

2022-11-21 22:55:25 @NaveenGRao “We’re thinking about it but haven’t figured out how to do it” might be an honest answer -- but also at odds with the absolutely certainty that there has been zero harm that Yann professed earlier.

2022-11-21 21:25:39 @ylecun I thought subtweeting without tagging was rude? Anyway, my reply, it’s not like I missed yours: https://t.co/QhudBxILW5

2022-11-21 21:23:31 I am that dude. You have answered at least a dozen of my recent queries. But not that one

2022-11-21 21:17:22 @pmddomingos 100% agree and yet already >

2022-11-21 21:04:42 @pmddomingos true! It’s only anti-wokes that can turn Twitter into a wild success like Parler or Truth Social.

2022-11-21 20:54:45 @Pehdrew_ Super hard. Which is why you can’t blandly assert that there has been no harm. And why meta ought put real work into the problem and report what they find.

2022-11-21 20:51:49 @lorakolodny @mer__edith

2022-11-21 20:42:26 RT @Grady_Booch: @GaryMarcus When <

2022-11-21 20:39:52 @prem_k @Grady_Booch @abeba @Michael_J_Black @MadamePratolung https://t.co/KlQJhILKgf

2022-11-21 14:11:40 https://t.co/kiviFxW0RM

2022-11-21 14:07:53 Galactica, summed up perfectly @futurism https://t.co/cRRQVQhZno

2022-11-21 13:44:42 RT @KDHungerford: #Artificialintelligence has mostly been focusing on a technique called #deeplearning. It might be time to reconsider. - @…

2022-11-21 04:18:23 epic trolls from @rsalakhu (2 of 2, and so subtle the target isn’t even named). 100% factual, too. @soumithchintala’s response, which I initially missed, is indeed great and very professional. (He’s not the one being trolled.) https://t.co/ar5MIW5nFr

2022-11-21 04:17:18 @soumithchintala @moreisdifferent Appreciate your sober thread. I do think though that there is an inherent unsolved challenge though inasmuch as no current tech can really eliminate the widespread hallucinations.

2022-11-21 04:08:02 epic trolls from @rsalakhu (1 of 2) https://t.co/cMuq49z0Bo

2022-11-21 04:05:29 @pmddomingos @YejinChoinka in the limit of unlimited data, they are same, as I said. The difference is in the learning. But the learning isn’t real compositionality

2022-11-21 02:57:56 @pmddomingos @YejinChoinka And see also https://t.co/UWUg6kQ3Df by @EvelinaLeivada @ElliotMurphy91 and myself in different but related architecture

2022-11-21 02:55:39 @pmddomingos In the limit they are the same (universal function approximators). They are better at learning syntax but they still don’t have a compositional semantics. Which is why eg they fail at @YejinChoinka’s recent https://t.co/wsic38AdLR

2022-11-21 02:42:05 @pmddomingos Representing grammar is cheap - lots of architecture can do that in the limit. learning grammar from data is same problem it ever was. And you are still inaccurate in what you said about compositionality.

2022-11-21 02:22:41 @pmddomingos not quite right. They have a proxy that looks vaguely like compositionality. They don’t have meanings lawfully composed from parts, governed by syntax.

2022-11-21 02:18:55 amazing how many people missed that this was a joke https://t.co/myv5yd2xEU

2022-11-21 00:04:24 RT @MuhammedKambal: @GaryMarcus On a related note, this morning I watched your debate with Chnosky on debunking the big lie of AI. Quite ex…

2022-11-20 23:34:04 @Ted_Underwood @CriticalAI @true_mxp @JrKibs @_akpiper https://t.co/wsic38AdLR

2022-11-20 23:18:10 @ylecun @untitled01ipynb @rsalakhu @rsalakhu trolls @ylecun and I get blamed. (Does this count as a countercountertroll?)

2022-11-20 19:55:33 @ylecun @CriticalAI @TonyZador @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Just answer this one question, Yann: https://t.co/BctdIM1PSW

2022-11-20 19:49:08 @PeterShor1 @ylecun @Grady_Booch @Jeff_Aronson @Abebab Were there any usability studies with actual users? You’d want to evaluate accuracy, and not just speed.

2022-11-20 18:10:34 Tweeted this day before Galactica came out https://t.co/p0cb9QUOW1

2022-11-20 18:09:27 @Ted_Underwood @true_mxp @JrKibs @_akpiper people can (and are) approaching it, but they can’t do it. with training and diet, i can “approach” running a 2 min mile, but it ain’t gonna happen with my body.

2022-11-20 18:07:18 @ykilcher has anyone done *any*? how? I just asked Yann re FB

2022-11-20 18:06:03 @Ted_Underwood @true_mxp @JrKibs @_akpiper the abject failure of Galactica to do so is btw an object lesson here. so are the woeful results on TruthfulQA across the whole field, and much harder tasks might be devised.

2022-11-20 18:03:37 @Ted_Underwood @true_mxp @JrKibs @_akpiper no, current software cannot do that remotely reliable

2022-11-20 03:29:28 @AI4Code @SumitGulwani

2022-11-20 01:02:03 October 28: No reinstatements without a council Nov 19: Never mind about the council. I asked my fans, mostly right of center. Trump’s back in. https://t.co/b3xrNznGcO

2022-11-20 00:45:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab @mrgreene1977 Galactica has deeper problems: - it is unconstrained by the facts are in its database (eg it said that Elon Musk died in 2018 car crash but probably has data to the contrary) - it gives no indication when it makes something up that isn’t database

2022-11-20 00:33:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab I think what he means that the model made false inferences eg about value in eating crushed glass (per @mrgreene1977) https://t.co/eOlWcTDTxL

2022-11-20 00:31:09 @mark_riedl @Sergei_Imaging @ylecun @mrgreene1977 no doubt that cat is out of the bag, and it’s easy enough to replicate. soon enough we find out empirically how much impact systems like these have. (though of course hard to trace since the quality of the mimicry is high and there are no watermarks)

2022-11-20 00:29:43 @srijankedia @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian @emilio__ferrara @davidlazer @gianluca_string @CrashTheMod3 It’s quite worrisome that @metaAI’s Chief AI officer shows little apparent familiarity with such work.

2022-11-20 00:27:54 @tdietterich @ylecun @mrgreene1977 and they are in fact starting to be used, and as cost of doing them well decreases, we can expect them to be more widespread. some examples from 2022: https://t.co/4kxqUjHXXT 2024 election, who knows?

2022-11-20 00:22:17 #Galactica is fine, because if it makes stuff up, no problemo. @metaAI’s Chief AI Officer just told me so. And he’s *sure* nobody would ever misuse his tool. Yeah, right. https://t.co/9uk9YE56ad

2022-11-20 00:20:04 @noUpside @ylecun @mrgreene1977 @katestarbird @sinanaral @ProfNoahGian Ask Yann, who thinks it is actually hunky-dory, but my theory was this: https://t.co/tfjaWTQuHW

2022-11-20 00:10:39 @ylecun @srijankedia @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Low probabilities ≠ zero probabilities. Low probabilities with low cost ≠ zero probabilities with zero cost. Every spammer, ever, knows this. Same principles will apply to misinfo

2022-11-20 00:06:40 Twitter on IOS just crashed midtweet and I lost my work. First time that happened in a decade of using it. also having some load time issues. And so it begins.

2022-11-20 00:02:31 @ylecun @jppesky @mrgreene1977 on latter point, better said: https://t.co/SLZ7lVHQ4f

2022-11-20 00:00:29 @ylecun @jppesky @mrgreene1977 You are coming across as obtuse. - You act as if misinfo has had no impact in the real world (despite success of anti-vax campaigns) - Act as if the only way in which scientific-sounding nonsense has impact is if it is in a peer review journal - Treat low prob as zero probability

2022-11-19 23:52:54 @TonyZador @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian perhaps someone in 1985 said “email isn’t going to have any effect on scamming. it’s driven by how much people want to be taken.” the biggest application of LLMs is now? it’s apparently making nonsense for SEO optimization. New ways to do in volume, because cost is cheaper.

2022-11-19 23:14:23 @ylecun @mrgreene1977 Come on, it’s not just about journals. To take one example, vaccine misinformation, oft presented as “scientific” [eg https://t.co/B1JmJihJpl], likely had significant impact on vaccination rates. Tagging @noUpside @katestarbird @sinanaral @ProfNoahGian for more perspectives.

2022-11-19 22:13:07 RT @GaryMarcus: @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like a…

2022-11-19 22:11:50 @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like articles trivial rather than laborious? &

2022-11-19 19:43:40 @ylecun @Grady_Booch @Jeff_Aronson @Abebab The sand is in thinking that a system like this can stick to reality. It cannot.

2022-11-19 19:13:54 @ylecun @Abebab Ps repeating for convenience: https://t.co/BBE3moQFea

2022-11-18 21:21:17 @ylecun @mrgreene1977 Potentially deadly TikTok challenges

2022-11-18 21:15:06 RT @michaelharriot: They won’t know what breaks until it breaks. It’s a matter of what breaks. “It’s not like McDonalds’ bro. You can’t ta…

2022-11-18 21:06:16 https://t.co/7aDMXp6G3g

2022-11-18 19:21:26 RT @GaryMarcus: @elonmusk What about misinformation?

2022-11-18 19:20:56 I Like Free Speech So Much I’ve Decided to Buy It - McSweeney’s https://t.co/Yw3n94HAQW

2022-11-18 19:18:59 @elonmusk What about misinformation?

2022-11-18 19:06:43 Galactica

2022-11-18 15:50:32 @yoavgo @ylecun @rasbt @manes @Abebab Troll farms cost money and presumably limited by budget. The more they can put out the more effective they are.

2022-11-18 15:36:47 @yoavgo @rasbt @manes @ylecun @Abebab On the scenario, secondary customers like journalists will have no longer have any trust in arXiv at all.

2022-11-18 15:34:22 @ylecun @rasbt @manes @Abebab It will reduce the cost hence increase the volume, hence make the problem worse.

2022-11-18 15:12:49 RT @GaryMarcus: @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherent…

2022-11-18 15:12:34 @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherently hallucinate. It weaponized the ability of these tools to spread fake science. The vitriol is proportionate to the risk. I am shocked that you are indifferent to this.

2022-11-18 15:06:40 “once perfected” is carrying a lot of weight here. there is no way Galactica will be perfected in next year or two, probably a lot longer. happy to publicly debate you about this, but recommend you start by rereading your own recent critique @noemamag of large language models. https://t.co/LYXD0E0jyI

2022-11-18 13:51:45 very rational fear https://t.co/bY0hUrnzcv

2022-11-18 13:41:25 follow friday may not be a thing much longer over here on Twitter but follow @abebab. And she’s on Mastodon now, too. https://t.co/29GfLksNFx

2022-11-18 13:38:38 RT @Abebab: @ylecun Pretty much exactly what happened was you overhyped and released a model. People tested it (you should be thankful for…

2022-11-18 13:15:06 Just saying, in case this ship goes down, @garymarcus@sigmoid.social

2022-11-18 12:55:18 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab 100% support thinking through the potential social consequences. There is a lot of room for important argument there.

2022-11-18 12:48:16 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab Thank you. and to be clear I am all for spelling out the latter part and will amplify the message if is is constructed carefully and respectfully. (If you want to write something longer, DM.)

2022-11-18 12:24:50 @HeidyKhlaaf @AmandaAskell @andrewthesmart Yes, there are lot of ideas within EA, some well-intentioned, some not. some briefly considered, some taken seriously, some not

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-23 00:31:29 RT @plibin: Truth is the Achilles' heel of current large language model AIs

2022-11-22 23:48:47 Really shocking how many platform owners and self-professed engineers can’t distinguish between vicious and viscous. Navier-Stokes for the win! https://t.co/fczz8lD4bl

2022-11-22 23:46:00 @MicahHoffmann @Grady_Booch I defer to @davidchalmers42 @anilkseth @De_dicto

2022-11-22 23:44:54 @leonpalafox @ylecun @yudapearl that was all true before the change of management

2022-11-22 22:52:47 “We failed to deliver our vision of AI-assisted programming because… tech is not ready yet," Smith explained. "You can see this in GitHub Copilot, which is built by GitHub in collaboration w OpenAI. As of late 2022, Copilot shows a lot of promise but still has a long way to go." https://t.co/uYnxlIw8z5

2022-11-22 21:48:41 At first I misread this as being about Twitter. My mistake. https://t.co/R6uaLOcLRu

2022-11-22 21:23:27 RT @Tweetermeyer: So, after Elon claimed that SBF "set off his bullshit meter," and implied he'd corrupted the justice system through polit…

2022-11-22 21:20:47 @voxbec @___merc___ Key word was: *reliably*

2022-11-22 20:44:56 I already publicly predicted that #GPT-4 will continue to hallucinate heavily

2022-11-22 20:38:08 RT @billbrown: Great essay! It is remarkable how little progress voice assistants have made over time. The ST:TNG computer seems as distan…

2022-11-22 20:34:46 RT @EthanVPorter: What were the effects of fact-checks/misinfo during 2020 election? New paper, with @aecoppock, Kim Gross, @emilythorson &

2022-11-22 20:30:35 @DG_Rand @AnnCC12 I got into a huge row with @ylecun @metaAI about whether large language models have generated misinfo in the wild. My view is that it would be hard to detect but easy to generate &

2022-11-22 19:47:25 @wayneholmes @an_open_mind @dmonett @Abebab @ylecun @emilymbender @MelMitchell1 Can you elaborate? Haven’t read those details carefully yet. Strong blitz play seems reasonable as a metric, no?

2022-11-22 19:31:04 @an_open_mind @dmonett @Abebab @wayneholmes @ylecun @emilymbender @MelMitchell1 my hot take

2022-11-22 19:28:54 @nealkhosla and NB I totally endorsed your idea! (just think LLMs per se are inadequate for implementing it)

2022-11-22 19:28:16 and, yes, we should be concerned about deception in machines.

2022-11-22 19:25:19 Very impressive Diplomacy model from @polynoamial &

2022-11-22 19:13:19 @nealkhosla of course not. (but what's your argument against the premise?)

2022-11-22 18:54:19 GPT-3 itself is utterly unqualified to do this, since it lacks interpretability and the ability to reason and dissect arguments with reliability

2022-11-22 18:50:30 RT @efarmer1: @GaryMarcus Gary you have summed it up in multiple nutshells. I wholeheartedly agree with your assessments. Now over to your…

2022-11-22 04:29:55 Interesting that none of these (including in the replies) get the QWERTY layout even though so many pictures of that exist. https://t.co/v1wMtG2O6c

2022-11-22 03:55:02 @Tkaraletsos @eerac Irene Pepperberg has written quite bit about how clever they are.

2022-11-22 03:00:45 RT @tribelaw: Richard Fierro saved so many lives. He deserves all our gratitude. Thanksgiving! https://t.co/00VYhHdDwd

2022-11-22 02:34:59 @MichaelTrazzi has there been any significant progress in the (mis)alignment of goals since she started research the topic? how serious a problem is it now?

2022-11-22 02:30:26 Elon Musk got paid about 10% of the market cap of Tesla to pay attention to … Tesla (which has fallen by roughly half since he decided to buy Twitter). &

2022-11-22 01:25:28 I Vancouver https://t.co/ifnquaT7Fw

2022-11-22 00:49:33 Did AI fail to meet expectations again? Personally, I would pay real money for a virtual assistant of the caliber of the OS in the film Her, but not for an AI with the narrowness of Alexa or the hallucinations of Galactica. https://t.co/G68u1XKWG8

2022-11-22 00:08:54 Via @danielmalmer on LinkedIn on some hate-filled ads that were purchased (but not published)

2022-11-22 00:04:45 @riedelcastro @soumithchintala @moreisdifferent and would welcome other pointers to relevant work!

2022-11-22 00:04:09 @riedelcastro @soumithchintala @moreisdifferent best evidence that this is near-term plausible? i’ve enjoyed some of your work (eg on Wiki verifiability), but wonder how it would manage around the kinds of things I have seen Galactica produce/that I posted here and on my Substack over last few days.

2022-11-21 23:08:15 @NaveenGRao I also wrote this earlier in same topic: https://t.co/DAKe19V1Dy

2022-11-21 22:55:25 @NaveenGRao “We’re thinking about it but haven’t figured out how to do it” might be an honest answer -- but also at odds with the absolutely certainty that there has been zero harm that Yann professed earlier.

2022-11-21 21:25:39 @ylecun I thought subtweeting without tagging was rude? Anyway, my reply, it’s not like I missed yours: https://t.co/QhudBxILW5

2022-11-21 21:23:31 I am that dude. You have answered at least a dozen of my recent queries. But not that one

2022-11-21 21:17:22 @pmddomingos 100% agree and yet already >

2022-11-21 21:04:42 @pmddomingos true! It’s only anti-wokes that can turn Twitter into a wild success like Parler or Truth Social.

2022-11-21 20:54:45 @Pehdrew_ Super hard. Which is why you can’t blandly assert that there has been no harm. And why meta ought put real work into the problem and report what they find.

2022-11-21 20:51:49 @lorakolodny @mer__edith

2022-11-21 20:42:26 RT @Grady_Booch: @GaryMarcus When <

2022-11-21 20:39:52 @prem_k @Grady_Booch @abeba @Michael_J_Black @MadamePratolung https://t.co/KlQJhILKgf

2022-11-21 14:11:40 https://t.co/kiviFxW0RM

2022-11-21 14:07:53 Galactica, summed up perfectly @futurism https://t.co/cRRQVQhZno

2022-11-21 13:44:42 RT @KDHungerford: #Artificialintelligence has mostly been focusing on a technique called #deeplearning. It might be time to reconsider. - @…

2022-11-21 04:18:23 epic trolls from @rsalakhu (2 of 2, and so subtle the target isn’t even named). 100% factual, too. @soumithchintala’s response, which I initially missed, is indeed great and very professional. (He’s not the one being trolled.) https://t.co/ar5MIW5nFr

2022-11-21 04:17:18 @soumithchintala @moreisdifferent Appreciate your sober thread. I do think though that there is an inherent unsolved challenge though inasmuch as no current tech can really eliminate the widespread hallucinations.

2022-11-21 04:08:02 epic trolls from @rsalakhu (1 of 2) https://t.co/cMuq49z0Bo

2022-11-21 04:05:29 @pmddomingos @YejinChoinka in the limit of unlimited data, they are same, as I said. The difference is in the learning. But the learning isn’t real compositionality

2022-11-21 02:57:56 @pmddomingos @YejinChoinka And see also https://t.co/UWUg6kQ3Df by @EvelinaLeivada @ElliotMurphy91 and myself in different but related architecture

2022-11-21 02:55:39 @pmddomingos In the limit they are the same (universal function approximators). They are better at learning syntax but they still don’t have a compositional semantics. Which is why eg they fail at @YejinChoinka’s recent https://t.co/wsic38AdLR

2022-11-21 02:42:05 @pmddomingos Representing grammar is cheap - lots of architecture can do that in the limit. learning grammar from data is same problem it ever was. And you are still inaccurate in what you said about compositionality.

2022-11-21 02:22:41 @pmddomingos not quite right. They have a proxy that looks vaguely like compositionality. They don’t have meanings lawfully composed from parts, governed by syntax.

2022-11-21 02:18:55 amazing how many people missed that this was a joke https://t.co/myv5yd2xEU

2022-11-21 00:04:24 RT @MuhammedKambal: @GaryMarcus On a related note, this morning I watched your debate with Chnosky on debunking the big lie of AI. Quite ex…

2022-11-20 23:34:04 @Ted_Underwood @CriticalAI @true_mxp @JrKibs @_akpiper https://t.co/wsic38AdLR

2022-11-20 23:18:10 @ylecun @untitled01ipynb @rsalakhu @rsalakhu trolls @ylecun and I get blamed. (Does this count as a countercountertroll?)

2022-11-20 19:55:33 @ylecun @CriticalAI @TonyZador @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Just answer this one question, Yann: https://t.co/BctdIM1PSW

2022-11-20 19:49:08 @PeterShor1 @ylecun @Grady_Booch @Jeff_Aronson @Abebab Were there any usability studies with actual users? You’d want to evaluate accuracy, and not just speed.

2022-11-20 18:10:34 Tweeted this day before Galactica came out https://t.co/p0cb9QUOW1

2022-11-20 18:09:27 @Ted_Underwood @true_mxp @JrKibs @_akpiper people can (and are) approaching it, but they can’t do it. with training and diet, i can “approach” running a 2 min mile, but it ain’t gonna happen with my body.

2022-11-20 18:07:18 @ykilcher has anyone done *any*? how? I just asked Yann re FB

2022-11-20 18:06:03 @Ted_Underwood @true_mxp @JrKibs @_akpiper the abject failure of Galactica to do so is btw an object lesson here. so are the woeful results on TruthfulQA across the whole field, and much harder tasks might be devised.

2022-11-20 18:03:37 @Ted_Underwood @true_mxp @JrKibs @_akpiper no, current software cannot do that remotely reliable

2022-11-20 03:29:28 @AI4Code @SumitGulwani

2022-11-20 01:02:03 October 28: No reinstatements without a council Nov 19: Never mind about the council. I asked my fans, mostly right of center. Trump’s back in. https://t.co/b3xrNznGcO

2022-11-20 00:45:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab @mrgreene1977 Galactica has deeper problems: - it is unconstrained by the facts are in its database (eg it said that Elon Musk died in 2018 car crash but probably has data to the contrary) - it gives no indication when it makes something up that isn’t database

2022-11-20 00:33:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab I think what he means that the model made false inferences eg about value in eating crushed glass (per @mrgreene1977) https://t.co/eOlWcTDTxL

2022-11-20 00:31:09 @mark_riedl @Sergei_Imaging @ylecun @mrgreene1977 no doubt that cat is out of the bag, and it’s easy enough to replicate. soon enough we find out empirically how much impact systems like these have. (though of course hard to trace since the quality of the mimicry is high and there are no watermarks)

2022-11-20 00:29:43 @srijankedia @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian @emilio__ferrara @davidlazer @gianluca_string @CrashTheMod3 It’s quite worrisome that @metaAI’s Chief AI officer shows little apparent familiarity with such work.

2022-11-20 00:27:54 @tdietterich @ylecun @mrgreene1977 and they are in fact starting to be used, and as cost of doing them well decreases, we can expect them to be more widespread. some examples from 2022: https://t.co/4kxqUjHXXT 2024 election, who knows?

2022-11-20 00:22:17 #Galactica is fine, because if it makes stuff up, no problemo. @metaAI’s Chief AI Officer just told me so. And he’s *sure* nobody would ever misuse his tool. Yeah, right. https://t.co/9uk9YE56ad

2022-11-20 00:20:04 @noUpside @ylecun @mrgreene1977 @katestarbird @sinanaral @ProfNoahGian Ask Yann, who thinks it is actually hunky-dory, but my theory was this: https://t.co/tfjaWTQuHW

2022-11-20 00:10:39 @ylecun @srijankedia @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Low probabilities ≠ zero probabilities. Low probabilities with low cost ≠ zero probabilities with zero cost. Every spammer, ever, knows this. Same principles will apply to misinfo

2022-11-20 00:06:40 Twitter on IOS just crashed midtweet and I lost my work. First time that happened in a decade of using it. also having some load time issues. And so it begins.

2022-11-20 00:02:31 @ylecun @jppesky @mrgreene1977 on latter point, better said: https://t.co/SLZ7lVHQ4f

2022-11-20 00:00:29 @ylecun @jppesky @mrgreene1977 You are coming across as obtuse. - You act as if misinfo has had no impact in the real world (despite success of anti-vax campaigns) - Act as if the only way in which scientific-sounding nonsense has impact is if it is in a peer review journal - Treat low prob as zero probability

2022-11-19 23:52:54 @TonyZador @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian perhaps someone in 1985 said “email isn’t going to have any effect on scamming. it’s driven by how much people want to be taken.” the biggest application of LLMs is now? it’s apparently making nonsense for SEO optimization. New ways to do in volume, because cost is cheaper.

2022-11-19 23:14:23 @ylecun @mrgreene1977 Come on, it’s not just about journals. To take one example, vaccine misinformation, oft presented as “scientific” [eg https://t.co/B1JmJihJpl], likely had significant impact on vaccination rates. Tagging @noUpside @katestarbird @sinanaral @ProfNoahGian for more perspectives.

2022-11-19 22:13:07 RT @GaryMarcus: @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like a…

2022-11-19 22:11:50 @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like articles trivial rather than laborious? &

2022-11-19 19:43:40 @ylecun @Grady_Booch @Jeff_Aronson @Abebab The sand is in thinking that a system like this can stick to reality. It cannot.

2022-11-19 19:13:54 @ylecun @Abebab Ps repeating for convenience: https://t.co/BBE3moQFea

2022-11-18 21:21:17 @ylecun @mrgreene1977 Potentially deadly TikTok challenges

2022-11-18 21:15:06 RT @michaelharriot: They won’t know what breaks until it breaks. It’s a matter of what breaks. “It’s not like McDonalds’ bro. You can’t ta…

2022-11-18 21:06:16 https://t.co/7aDMXp6G3g

2022-11-18 19:21:26 RT @GaryMarcus: @elonmusk What about misinformation?

2022-11-18 19:20:56 I Like Free Speech So Much I’ve Decided to Buy It - McSweeney’s https://t.co/Yw3n94HAQW

2022-11-18 19:18:59 @elonmusk What about misinformation?

2022-11-18 19:06:43 Galactica

2022-11-18 15:50:32 @yoavgo @ylecun @rasbt @manes @Abebab Troll farms cost money and presumably limited by budget. The more they can put out the more effective they are.

2022-11-18 15:36:47 @yoavgo @rasbt @manes @ylecun @Abebab On the scenario, secondary customers like journalists will have no longer have any trust in arXiv at all.

2022-11-18 15:34:22 @ylecun @rasbt @manes @Abebab It will reduce the cost hence increase the volume, hence make the problem worse.

2022-11-18 15:12:49 RT @GaryMarcus: @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherent…

2022-11-18 15:12:34 @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherently hallucinate. It weaponized the ability of these tools to spread fake science. The vitriol is proportionate to the risk. I am shocked that you are indifferent to this.

2022-11-18 15:06:40 “once perfected” is carrying a lot of weight here. there is no way Galactica will be perfected in next year or two, probably a lot longer. happy to publicly debate you about this, but recommend you start by rereading your own recent critique @noemamag of large language models. https://t.co/LYXD0E0jyI

2022-11-18 13:51:45 very rational fear https://t.co/bY0hUrnzcv

2022-11-18 13:41:25 follow friday may not be a thing much longer over here on Twitter but follow @abebab. And she’s on Mastodon now, too. https://t.co/29GfLksNFx

2022-11-18 13:38:38 RT @Abebab: @ylecun Pretty much exactly what happened was you overhyped and released a model. People tested it (you should be thankful for…

2022-11-18 13:15:06 Just saying, in case this ship goes down, @garymarcus@sigmoid.social

2022-11-18 12:55:18 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab 100% support thinking through the potential social consequences. There is a lot of room for important argument there.

2022-11-18 12:48:16 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab Thank you. and to be clear I am all for spelling out the latter part and will amplify the message if is is constructed carefully and respectfully. (If you want to write something longer, DM.)

2022-11-18 12:24:50 @HeidyKhlaaf @AmandaAskell @andrewthesmart Yes, there are lot of ideas within EA, some well-intentioned, some not. some briefly considered, some taken seriously, some not

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-11-29 05:02:39 @BobbyAlter @ylecun @mrgreene1977 @rhinigtas @ykilcher But absent any data, please excuse us for being skeptical

2022-11-29 04:01:45 @srikumarks @ylecun @mrgreene1977 @rhinigtas @ykilcher @JeanDreze @AltNews Different harms and different processes but yes, just illustrative. It would be great to have real data here.

2022-11-29 03:56:15 RT @GlobalSight: At #SightTechGlobal2022, @neddesmond will chat with Dave Ferrucci &

2022-11-29 03:48:08 @ylecun @srikumarks @mrgreene1977 @rhinigtas @ykilcher @JeanDreze @AltNews @theliverdr Again do you have *data*? Also: * You said above "almost all of it is harmless“

2022-11-29 03:06:44 @ylecun @BobbyAlter @mrgreene1977 @rhinigtas @ykilcher surely not 100% You have any data on efficacy? if even .01% of LLM generated misinfo makes it through, we may be in trouble Cc @ProfNoahGian @noUpside @davidlazer

2022-11-29 01:06:39 @ylecun @mrgreene1977 @rhinigtas @ykilcher Folks like @davidlazer, @ethanporter, and @ProfNoahGian have done both correlational and experimental work that suggests otherwise. As an example, from Lazer: https://t.co/u0ORdBeL53

2022-11-28 20:06:52 RT @CNNPR: @elonmusk This headline never appeared on CNN. Be better. https://t.co/n8xGp2Z6qm

2022-11-28 19:56:18 RT @ykilcher: Ad hominems, classy

2022-11-28 19:28:17 RT @KHCourage: AI is really good at spinning up misinformation (including "scientific" papers about the benefits of eating crushed glass).…

2022-11-28 15:14:19 RT @CaulfieldTim: "#Misinformation is soon going to come at a pace never seen before." "Anybody who is not worried, should be." AI Is Te…

2022-11-28 14:46:44 RT @CriticalAI: This is happening tomorrow! We invite you to join us with @GaryMarcus for a webinar on “foundations” for AI, 11/29 at 5pm E…

2022-11-28 13:43:31 RT @DorotheaBaur: An #LLM is like "a turbocharged version of autocomplete". It only considers "the states of the world on which it is train…

2022-11-27 23:24:52 @Grady_Booch @_ashawndabney me, too

2022-11-27 23:00:10 RT @olliewaters: Great breakdown of new AI that can win at Diplomacy by @GaryMarcus. I'd say an agent that can't handle a slight variation…

2022-11-27 22:54:31 @ProfNoahGian as discussed here: https://t.co/4PQpe24ISL cc @ylecun

2022-11-27 22:53:49 RT @ProfNoahGian: No, Yann, AI is part of the solution AND part of the problem here.

2022-11-27 22:27:43 @realGeorgeHotz @elonmusk @NautilusMag the trick is do that at scale

2022-11-27 22:25:52 RT @casparhenderson: "AI is unlikely to be perfect at challenge of misinformation, but years of trying with largely human content moderatio…

2022-11-27 20:21:25 @elonmusk Right now, AI is terrible at detecting misinformation. It doesn’t have to be. my look at your predicament @elonmusk and how AI might help, @nautilusmag https://t.co/4PQpe24ISL

2022-11-27 20:18:56 @realGeorgeHotz FYI: Right now, AI is terrible at detecting misinformation. It doesn’t have to be. my look at @elonmusk's predicament and how AI might help, @nautilusmag https://t.co/4PQpe24ISL

2022-11-27 20:09:34 AI Is Terrible at Detecting Misinformation. It Doesn’t Have to Be. My look at @elonmusk's predicament and how AI might help https://t.co/4PQpe24ISL

2022-11-27 19:55:48 RT @psowinski_: Great analysis of Meta's Cicero AI! It's a good example of how neurosymbolics &

2022-11-27 19:02:17 Excellent thread by @drjimfan summarizing all 15 Outstanding Papers at NeurIPS (including his own, which I tweeted a few days ago). https://t.co/Bpc0iTA8WS

2022-11-27 18:55:56 later today @NautilusMag, a memo to @elonmusk

2022-11-27 18:20:15 @davidmanheim @polynoamial Fair enough, butI was raising AZ as a thought experiment/point of comparison. not sure how much Noam can speak freely about how Cicero evolved or will evolve, but I find the modular structure that they used to be interesting, esp since DM’s related work was well known to them

2022-11-27 16:52:55 RT @BallouxFrancois: The Covid situation in China is not looking good right now. The authorities have trapped themselves into a situation…

2022-11-27 16:44:40 Sorta sucks to feel intellectually obliged to retweet all @polynoamial’s smart takes on AlphaZero and Cicero, because now I think nobody’s gonna take my bet

2022-11-27 16:42:55 RT @polynoamial: @ykilcher @GaryMarcus A big challenge of Diplomacy (and the real world) is dealing with the fact that not all humans behav…

2022-11-27 16:42:46 RT @polynoamial: @ykilcher @GaryMarcus It's worth mentioning that we *did* train a bot in the style of AZ for no-press Diplomacy (a non-lan…

2022-11-27 16:42:29 RT @polynoamial: @ykilcher @GaryMarcus AZ can't play Diplomacy. Aside from the imperfect info (which AZ can't handle), using human data is…

2022-11-27 16:42:15 @ykilcher @polynoamial not sure who you are asking

2022-11-27 16:35:46 @ykilcher @polynoamial (just to be clear, re the bet I was referring to the language version, though the no-press version is an interesting question in its own right)

2022-11-27 05:28:21 @natanielruizg @MatthewJBar @MetaAI @ErnestSDavis @NYUScience @polynoamial Knock yourself out :)

2022-11-27 05:17:03 @asyncmind Cicero is open source so it would be easy for @openai to try if they wanted to

2022-11-27 05:09:20 Anyone want to be against me on this? #gpt4 vs Cicero @ blitz Diplomacy. https://t.co/N3hWwtrVZ4

2022-11-27 03:47:28 RT @Fayeexplore: I highly recommend subscribing to Gary  Marcus' column, which focuses on the latest research and analysis in AI, thank him…

2022-11-27 00:58:01 RT @AvilaGarcez: "It is worth noting that some aspects of Cicero use a neurosymbolic approach to AI"

2022-11-26 22:07:26 RT @NathanpmYoung: Should @elonmusk give $ 1billion directly to the poorest people in the world via @GiveDirectly vox populi, vox dei

2022-11-26 16:47:42 @bsgallagher @elonmusk @WholeMarsBlog sounds like city driving remains problematic, given reports like these

2022-11-26 16:45:28 @bsgallagher @elonmusk @WholeMarsBlog Unless they have solved the outlier problem, I seriously doubt it.

2022-11-26 16:29:38 what's Noam Chomsky think about GPT-3? why doesn't Alexa use GPT-3? what does Meta's new Diplomacy AI bot means for AI? what can linguistics teach AI? what's the debate over “sentience” in AI really about? https://t.co/8ir1xKenr6 has got you covered. subscribe for free

2022-11-26 16:12:04 Way too soon. RIP, Irene Cara. https://t.co/upCVb75lKq

2022-11-26 15:26:46 RT @JianqiangM: “If Cicero is any guide, machine learning may ultimately prove to be even more valuable if it is embedded in highly structu…

2022-11-26 15:20:26 RT @Kuzeko: «Cicero’s overall architecture Is not something that simply emerged spontaneously from the basic data, but it is rather an exqu…

2022-11-26 15:17:45 @anderssandberg @dw2 True, but perhaps more around emotion than hallucination

2022-11-26 03:50:55 Seems like, I dunno, maybe, Twitter’s trending algorithms could use some small tweaks? https://t.co/SRR6O30Eoi

2022-11-26 03:43:56 @Noahpinion @lenlayton @0xfbifemboy @ylecun 1. there is no standard measure 2. closest thing is TruthfulQA on which LLMs are very poor 3. Galactica &

2022-11-26 02:38:51 RT @polynoamial: Branching factor of Chess: ~30 Branching factor of Go: ~300 Branching factor of Diplomacy: ~10^20 But that's even before…

2022-11-26 02:21:44 @FelixHill84 @ylecun @Grady_Booch @Meta I genuinely think that LeCun needs perspective here, and that he is embarrassing himself, as a great number of people in many fields have pointed out

2022-11-26 02:14:24 @pmddomingos one mechanism among several, eg see also https://t.co/wd7SDrII6c

2022-11-26 01:39:23 At this rate, you won’t have to pay the $8 to have an ad-free Twitter https://t.co/PTUnbdhL3P

2022-11-26 01:03:14 https://t.co/iGrkbGxI0T

2022-11-25 23:42:19 @ylecun @BobbyAlter https://t.co/vnADWFV31r

2022-11-25 23:32:24 RT @Jim_Salmons: 2of2 To my #DigitalHumanities &

2022-11-25 22:40:47 I feel like I am living in a real-life version of Don’t Look Up. https://t.co/iwf86WGFW0

2022-11-25 21:52:14 @BobbyAlter @ylecun thanks

2022-11-25 21:50:55 Example of medical misinfo in the wild, for purposes of ad sales hoax, that looks LLM-generated to me, sample text. [ 3/3] cc @noUpside @ylecun @ProfNoahGian @EthanVPorter @katestarbird @sinanaral @justinhendrix @DG_Rand @lorakolodny @chafkin https://t.co/ydTxFClrzI

2022-11-25 21:50:54 Using fake medical info to sell ad clicks: Disturbing, plausible, and perhaps inevitable. [ 1/3] #gpt3r #misinformation #possiblesightinginthewild https://t.co/yl2c63P3Kf

2022-11-25 21:09:38 I too would love to hear from the integrity teams @meta @twitter @youtube @tiktok_us etc. Not clear that Twitter still has one, but would love to hear from former employees. My DM’s are open, and happy to continue conversations elsewhere. https://t.co/KzVuig1dkP

2022-11-25 21:05:15 @ylecun @Grady_Booch @Meta You, my former friend, are burning your reputation to the ground. Everyone is telling you to lie down and go home. Listen to what they are saying. Not for me

2022-11-25 20:51:10 RT @dmonett: "We have known for some time that machine learning is valuable

2022-11-25 20:50:52 @Pehdrew_ No, but by default it gives too little consideration to ethics and consequences. what’s happened lately is next level.

2022-11-25 20:45:51 @ylecun @Grady_Booch @Meta Easy there, Yann. Maybe you might need a few days off? @Grady_Booch is an IBM Fellow, and one of the world’s leading software architects, eminent in his field, fully capable of reaching his own conclusions.

2022-11-25 19:56:42 Good science, poor ethical leadership. https://t.co/ByWLWisowq

2022-11-25 19:48:43 This is EXACTLY why you need to answer my misinfo question with candor. By ducking it, you make it impossible for anyone outside of @meta to properly consider those cost-benefit tradeoffs. and most people therefore naturally infer that you are hiding something damaging. https://t.co/bqoD97OWcY

2022-11-25 19:47:46 @AlexCEngler @noUpside @erikbryn @ylecun There are multiple potential serious harms that need serious attention

2022-11-25 18:30:31 RT @MMikeMMa: Been waiting for the @GaryMarcus take, here w/ Dr. Ernest Davis! “Cicero is in many ways a marvel.. achieved.. the deepest…

2022-11-25 18:16:23 @MMikeMMa (it’s coauthored, by @ErnestSDavis and me, to just to be clear, so with not via)

2022-11-25 18:15:37 @AlexCEngler @jmourabarbosa Consider that Birdwatch / Community Notes @twitter relies on heavy human annotation

2022-11-25 02:49:41 @leecronin i have written several essays about this at https://t.co/8ir1xKenr6, if you want to find out more.

2022-11-25 00:21:53 My first post on Post, https://t.co/ENuPLSpsQc

2022-11-24 21:18:51 It is sad. This receipt-laden thread by @dmonett yesterday on same topic is startling. https://t.co/GNUkGW4PhJ https://t.co/WCVbRc7y8E

2022-11-24 21:14:19 RT @plibin: @GaryMarcus I think dissemination, influence, and production are all important. Especially when influence is so heavily determi…

2022-11-24 21:10:00 ps one key passage is here

2022-11-24 21:08:25 This is what you call a “failure of imagination” argument: I, personally, sitting here in my comfy chair, can’t figure out how the bad guys would ever [steal the jewels/deliberately crash a stolen jet/disseminate misinfo] so it could never happen. https://t.co/yfXwUJJpks

2022-11-24 21:07:54 @vayuvegula @ylecun or maybe c. doing a really long comedy bit and not breaking character? Colbert would be proud!

2022-11-24 21:02:58 @MMikeMMa @plibin @sgourley that’s my whole point to @ylecun, which he insists cannot be true.

2022-11-24 20:47:31 The amount of automatically generated misinformation in wild (in this mild case, to drive ad sales) is clearly not zero. No way a human wrote the linked page in its entirety. Bet there are many more like it, and as cost drops to zero, amount goes up. Your move, @ylecun. https://t.co/bzb3TBdInT

2022-11-24 20:36:19 RT @plibin: I have such mixed feelings about this unedited AI playground output from GPT-3. On the one hand: holy shit! On the other hand:…

2022-11-24 20:35:30 @dlowd url? we have all the best training data, the best

2022-11-24 19:51:55 @dromanocpm @cajundiscordian it was an amazing scene in the show

2022-11-24 19:39:12 The Wire fans, you remember the scene where Bunk McNulty finally get to investigate Stringer Bell's apartment? "Who in the F... was I chasing"? @cajundiscordian ain't the guy I thought I was writing about. Can't shake that scene. https://t.co/cmpbVkafCa

2022-11-24 19:33:03 @cajundiscordian @Inframethod @ch402 that's interesting

2022-11-24 19:31:47 @Willyintheworld @cajundiscordian @Inframethod @ch402 sure, although eg people under anesthesia may or may not be sentient while under anesthesia. it'd be really nice to have an external measurement that we were fully confident in.

2022-11-24 19:30:29 @cajundiscordian @Inframethod @ch402 i allow that i don't have a full understanding of what is inside nor of the behavior. what do you think is most salient about its differences with GPT-3 as a baseline?

2022-11-24 19:28:26 @cajundiscordian @Inframethod @ch402 if you had no autobiographical memory, short term or long, what is the *you* that you'd be experiencing? (&

2022-11-24 19:22:21 @cajundiscordian @Inframethod @ch402 all i know is the paper and your own examples

2022-11-24 19:21:39 @cajundiscordian @Inframethod @ch402 when you say something, and you are a bot, what you say is your history, &

2022-11-23 00:31:29 RT @plibin: Truth is the Achilles' heel of current large language model AIs

2022-11-22 23:48:47 Really shocking how many platform owners and self-professed engineers can’t distinguish between vicious and viscous. Navier-Stokes for the win! https://t.co/fczz8lD4bl

2022-11-22 23:46:00 @MicahHoffmann @Grady_Booch I defer to @davidchalmers42 @anilkseth @De_dicto

2022-11-22 23:44:54 @leonpalafox @ylecun @yudapearl that was all true before the change of management

2022-11-22 22:52:47 “We failed to deliver our vision of AI-assisted programming because… tech is not ready yet," Smith explained. "You can see this in GitHub Copilot, which is built by GitHub in collaboration w OpenAI. As of late 2022, Copilot shows a lot of promise but still has a long way to go." https://t.co/uYnxlIw8z5

2022-11-22 21:48:41 At first I misread this as being about Twitter. My mistake. https://t.co/R6uaLOcLRu

2022-11-22 21:23:27 RT @Tweetermeyer: So, after Elon claimed that SBF "set off his bullshit meter," and implied he'd corrupted the justice system through polit…

2022-11-22 21:20:47 @voxbec @___merc___ Key word was: *reliably*

2022-11-22 20:44:56 I already publicly predicted that #GPT-4 will continue to hallucinate heavily

2022-11-22 20:38:08 RT @billbrown: Great essay! It is remarkable how little progress voice assistants have made over time. The ST:TNG computer seems as distan…

2022-11-22 20:34:46 RT @EthanVPorter: What were the effects of fact-checks/misinfo during 2020 election? New paper, with @aecoppock, Kim Gross, @emilythorson &

2022-11-22 20:30:35 @DG_Rand @AnnCC12 I got into a huge row with @ylecun @metaAI about whether large language models have generated misinfo in the wild. My view is that it would be hard to detect but easy to generate &

2022-11-22 19:47:25 @wayneholmes @an_open_mind @dmonett @Abebab @ylecun @emilymbender @MelMitchell1 Can you elaborate? Haven’t read those details carefully yet. Strong blitz play seems reasonable as a metric, no?

2022-11-22 19:31:04 @an_open_mind @dmonett @Abebab @wayneholmes @ylecun @emilymbender @MelMitchell1 my hot take

2022-11-22 19:28:54 @nealkhosla and NB I totally endorsed your idea! (just think LLMs per se are inadequate for implementing it)

2022-11-22 19:28:16 and, yes, we should be concerned about deception in machines.

2022-11-22 19:25:19 Very impressive Diplomacy model from @polynoamial &

2022-11-22 19:13:19 @nealkhosla of course not. (but what's your argument against the premise?)

2022-11-22 18:54:19 GPT-3 itself is utterly unqualified to do this, since it lacks interpretability and the ability to reason and dissect arguments with reliability

2022-11-22 18:50:30 RT @efarmer1: @GaryMarcus Gary you have summed it up in multiple nutshells. I wholeheartedly agree with your assessments. Now over to your…

2022-11-22 04:29:55 Interesting that none of these (including in the replies) get the QWERTY layout even though so many pictures of that exist. https://t.co/v1wMtG2O6c

2022-11-22 03:55:02 @Tkaraletsos @eerac Irene Pepperberg has written quite bit about how clever they are.

2022-11-22 03:00:45 RT @tribelaw: Richard Fierro saved so many lives. He deserves all our gratitude. Thanksgiving! https://t.co/00VYhHdDwd

2022-11-22 02:34:59 @MichaelTrazzi has there been any significant progress in the (mis)alignment of goals since she started research the topic? how serious a problem is it now?

2022-11-22 02:30:26 Elon Musk got paid about 10% of the market cap of Tesla to pay attention to … Tesla (which has fallen by roughly half since he decided to buy Twitter). &

2022-11-22 01:25:28 I Vancouver https://t.co/ifnquaT7Fw

2022-11-22 00:49:33 Did AI fail to meet expectations again? Personally, I would pay real money for a virtual assistant of the caliber of the OS in the film Her, but not for an AI with the narrowness of Alexa or the hallucinations of Galactica. https://t.co/G68u1XKWG8

2022-11-22 00:08:54 Via @danielmalmer on LinkedIn on some hate-filled ads that were purchased (but not published)

2022-11-22 00:04:45 @riedelcastro @soumithchintala @moreisdifferent and would welcome other pointers to relevant work!

2022-11-22 00:04:09 @riedelcastro @soumithchintala @moreisdifferent best evidence that this is near-term plausible? i’ve enjoyed some of your work (eg on Wiki verifiability), but wonder how it would manage around the kinds of things I have seen Galactica produce/that I posted here and on my Substack over last few days.

2022-11-21 23:08:15 @NaveenGRao I also wrote this earlier in same topic: https://t.co/DAKe19V1Dy

2022-11-21 22:55:25 @NaveenGRao “We’re thinking about it but haven’t figured out how to do it” might be an honest answer -- but also at odds with the absolutely certainty that there has been zero harm that Yann professed earlier.

2022-11-21 21:25:39 @ylecun I thought subtweeting without tagging was rude? Anyway, my reply, it’s not like I missed yours: https://t.co/QhudBxILW5

2022-11-21 21:23:31 I am that dude. You have answered at least a dozen of my recent queries. But not that one

2022-11-21 21:17:22 @pmddomingos 100% agree and yet already >

2022-11-21 21:04:42 @pmddomingos true! It’s only anti-wokes that can turn Twitter into a wild success like Parler or Truth Social.

2022-11-21 20:54:45 @Pehdrew_ Super hard. Which is why you can’t blandly assert that there has been no harm. And why meta ought put real work into the problem and report what they find.

2022-11-21 20:51:49 @lorakolodny @mer__edith

2022-11-21 20:42:26 RT @Grady_Booch: @GaryMarcus When <

2022-11-21 20:39:52 @prem_k @Grady_Booch @abeba @Michael_J_Black @MadamePratolung https://t.co/KlQJhILKgf

2022-11-21 14:11:40 https://t.co/kiviFxW0RM

2022-11-21 14:07:53 Galactica, summed up perfectly @futurism https://t.co/cRRQVQhZno

2022-11-21 13:44:42 RT @KDHungerford: #Artificialintelligence has mostly been focusing on a technique called #deeplearning. It might be time to reconsider. - @…

2022-11-21 04:18:23 epic trolls from @rsalakhu (2 of 2, and so subtle the target isn’t even named). 100% factual, too. @soumithchintala’s response, which I initially missed, is indeed great and very professional. (He’s not the one being trolled.) https://t.co/ar5MIW5nFr

2022-11-21 04:17:18 @soumithchintala @moreisdifferent Appreciate your sober thread. I do think though that there is an inherent unsolved challenge though inasmuch as no current tech can really eliminate the widespread hallucinations.

2022-11-21 04:08:02 epic trolls from @rsalakhu (1 of 2) https://t.co/cMuq49z0Bo

2022-11-21 04:05:29 @pmddomingos @YejinChoinka in the limit of unlimited data, they are same, as I said. The difference is in the learning. But the learning isn’t real compositionality

2022-11-21 02:57:56 @pmddomingos @YejinChoinka And see also https://t.co/UWUg6kQ3Df by @EvelinaLeivada @ElliotMurphy91 and myself in different but related architecture

2022-11-21 02:55:39 @pmddomingos In the limit they are the same (universal function approximators). They are better at learning syntax but they still don’t have a compositional semantics. Which is why eg they fail at @YejinChoinka’s recent https://t.co/wsic38AdLR

2022-11-21 02:42:05 @pmddomingos Representing grammar is cheap - lots of architecture can do that in the limit. learning grammar from data is same problem it ever was. And you are still inaccurate in what you said about compositionality.

2022-11-21 02:22:41 @pmddomingos not quite right. They have a proxy that looks vaguely like compositionality. They don’t have meanings lawfully composed from parts, governed by syntax.

2022-11-21 02:18:55 amazing how many people missed that this was a joke https://t.co/myv5yd2xEU

2022-11-21 00:04:24 RT @MuhammedKambal: @GaryMarcus On a related note, this morning I watched your debate with Chnosky on debunking the big lie of AI. Quite ex…

2022-11-20 23:34:04 @Ted_Underwood @CriticalAI @true_mxp @JrKibs @_akpiper https://t.co/wsic38AdLR

2022-11-20 23:18:10 @ylecun @untitled01ipynb @rsalakhu @rsalakhu trolls @ylecun and I get blamed. (Does this count as a countercountertroll?)

2022-11-20 19:55:33 @ylecun @CriticalAI @TonyZador @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Just answer this one question, Yann: https://t.co/BctdIM1PSW

2022-11-20 19:49:08 @PeterShor1 @ylecun @Grady_Booch @Jeff_Aronson @Abebab Were there any usability studies with actual users? You’d want to evaluate accuracy, and not just speed.

2022-11-20 18:10:34 Tweeted this day before Galactica came out https://t.co/p0cb9QUOW1

2022-11-20 18:09:27 @Ted_Underwood @true_mxp @JrKibs @_akpiper people can (and are) approaching it, but they can’t do it. with training and diet, i can “approach” running a 2 min mile, but it ain’t gonna happen with my body.

2022-11-20 18:07:18 @ykilcher has anyone done *any*? how? I just asked Yann re FB

2022-11-20 18:06:03 @Ted_Underwood @true_mxp @JrKibs @_akpiper the abject failure of Galactica to do so is btw an object lesson here. so are the woeful results on TruthfulQA across the whole field, and much harder tasks might be devised.

2022-11-20 18:03:37 @Ted_Underwood @true_mxp @JrKibs @_akpiper no, current software cannot do that remotely reliable

2022-11-20 03:29:28 @AI4Code @SumitGulwani

2022-11-20 01:02:03 October 28: No reinstatements without a council Nov 19: Never mind about the council. I asked my fans, mostly right of center. Trump’s back in. https://t.co/b3xrNznGcO

2022-11-20 00:45:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab @mrgreene1977 Galactica has deeper problems: - it is unconstrained by the facts are in its database (eg it said that Elon Musk died in 2018 car crash but probably has data to the contrary) - it gives no indication when it makes something up that isn’t database

2022-11-20 00:33:06 @ylecun @drng @Grady_Booch @Jeff_Aronson @Abebab I think what he means that the model made false inferences eg about value in eating crushed glass (per @mrgreene1977) https://t.co/eOlWcTDTxL

2022-11-20 00:31:09 @mark_riedl @Sergei_Imaging @ylecun @mrgreene1977 no doubt that cat is out of the bag, and it’s easy enough to replicate. soon enough we find out empirically how much impact systems like these have. (though of course hard to trace since the quality of the mimicry is high and there are no watermarks)

2022-11-20 00:29:43 @srijankedia @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian @emilio__ferrara @davidlazer @gianluca_string @CrashTheMod3 It’s quite worrisome that @metaAI’s Chief AI officer shows little apparent familiarity with such work.

2022-11-20 00:27:54 @tdietterich @ylecun @mrgreene1977 and they are in fact starting to be used, and as cost of doing them well decreases, we can expect them to be more widespread. some examples from 2022: https://t.co/4kxqUjHXXT 2024 election, who knows?

2022-11-20 00:22:17 #Galactica is fine, because if it makes stuff up, no problemo. @metaAI’s Chief AI Officer just told me so. And he’s *sure* nobody would ever misuse his tool. Yeah, right. https://t.co/9uk9YE56ad

2022-11-20 00:20:04 @noUpside @ylecun @mrgreene1977 @katestarbird @sinanaral @ProfNoahGian Ask Yann, who thinks it is actually hunky-dory, but my theory was this: https://t.co/tfjaWTQuHW

2022-11-20 00:10:39 @ylecun @srijankedia @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian Low probabilities ≠ zero probabilities. Low probabilities with low cost ≠ zero probabilities with zero cost. Every spammer, ever, knows this. Same principles will apply to misinfo

2022-11-20 00:06:40 Twitter on IOS just crashed midtweet and I lost my work. First time that happened in a decade of using it. also having some load time issues. And so it begins.

2022-11-20 00:02:31 @ylecun @jppesky @mrgreene1977 on latter point, better said: https://t.co/SLZ7lVHQ4f

2022-11-20 00:00:29 @ylecun @jppesky @mrgreene1977 You are coming across as obtuse. - You act as if misinfo has had no impact in the real world (despite success of anti-vax campaigns) - Act as if the only way in which scientific-sounding nonsense has impact is if it is in a peer review journal - Treat low prob as zero probability

2022-11-19 23:52:54 @TonyZador @ylecun @mrgreene1977 @noUpside @katestarbird @sinanaral @ProfNoahGian perhaps someone in 1985 said “email isn’t going to have any effect on scamming. it’s driven by how much people want to be taken.” the biggest application of LLMs is now? it’s apparently making nonsense for SEO optimization. New ways to do in volume, because cost is cheaper.

2022-11-19 23:14:23 @ylecun @mrgreene1977 Come on, it’s not just about journals. To take one example, vaccine misinformation, oft presented as “scientific” [eg https://t.co/B1JmJihJpl], likely had significant impact on vaccination rates. Tagging @noUpside @katestarbird @sinanaral @ProfNoahGian for more perspectives.

2022-11-19 22:13:07 RT @GaryMarcus: @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like a…

2022-11-19 22:11:50 @ylecun @mrgreene1977 How could Galactica *not* make misinfo easier, @ylecun, when it makes writing faux scientific-like articles trivial rather than laborious? &

2022-11-19 19:43:40 @ylecun @Grady_Booch @Jeff_Aronson @Abebab The sand is in thinking that a system like this can stick to reality. It cannot.

2022-11-19 19:13:54 @ylecun @Abebab Ps repeating for convenience: https://t.co/BBE3moQFea

2022-11-18 21:21:17 @ylecun @mrgreene1977 Potentially deadly TikTok challenges

2022-11-18 21:15:06 RT @michaelharriot: They won’t know what breaks until it breaks. It’s a matter of what breaks. “It’s not like McDonalds’ bro. You can’t ta…

2022-11-18 21:06:16 https://t.co/7aDMXp6G3g

2022-11-18 19:21:26 RT @GaryMarcus: @elonmusk What about misinformation?

2022-11-18 19:20:56 I Like Free Speech So Much I’ve Decided to Buy It - McSweeney’s https://t.co/Yw3n94HAQW

2022-11-18 19:18:59 @elonmusk What about misinformation?

2022-11-18 19:06:43 Galactica

2022-11-18 15:50:32 @yoavgo @ylecun @rasbt @manes @Abebab Troll farms cost money and presumably limited by budget. The more they can put out the more effective they are.

2022-11-18 15:36:47 @yoavgo @rasbt @manes @ylecun @Abebab On the scenario, secondary customers like journalists will have no longer have any trust in arXiv at all.

2022-11-18 15:34:22 @ylecun @rasbt @manes @Abebab It will reduce the cost hence increase the volume, hence make the problem worse.

2022-11-18 15:12:49 RT @GaryMarcus: @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherent…

2022-11-18 15:12:34 @ylecun @Abebab Galactica *is* dangerous. And you have no idea how to eliminate that danger. large language models inherently hallucinate. It weaponized the ability of these tools to spread fake science. The vitriol is proportionate to the risk. I am shocked that you are indifferent to this.

2022-11-18 15:06:40 “once perfected” is carrying a lot of weight here. there is no way Galactica will be perfected in next year or two, probably a lot longer. happy to publicly debate you about this, but recommend you start by rereading your own recent critique @noemamag of large language models. https://t.co/LYXD0E0jyI

2022-11-18 13:51:45 very rational fear https://t.co/bY0hUrnzcv

2022-11-18 13:41:25 follow friday may not be a thing much longer over here on Twitter but follow @abebab. And she’s on Mastodon now, too. https://t.co/29GfLksNFx

2022-11-18 13:38:38 RT @Abebab: @ylecun Pretty much exactly what happened was you overhyped and released a model. People tested it (you should be thankful for…

2022-11-18 13:15:06 Just saying, in case this ship goes down, @garymarcus@sigmoid.social

2022-11-18 12:55:18 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab 100% support thinking through the potential social consequences. There is a lot of room for important argument there.

2022-11-18 12:48:16 @HeidyKhlaaf @AmandaAskell @andrewthesmart @Abebab Thank you. and to be clear I am all for spelling out the latter part and will amplify the message if is is constructed carefully and respectfully. (If you want to write something longer, DM.)

2022-11-18 12:24:50 @HeidyKhlaaf @AmandaAskell @andrewthesmart Yes, there are lot of ideas within EA, some well-intentioned, some not. some briefly considered, some taken seriously, some not

2022-11-17 23:52:52 Tripling down, @yLeCun's contention is that people "abused" Galactica. But what safeguards were put in place to prevent bad actors from using the system to generate compelling disinformation around scientific topics like vaccines or racial differences? A: None. https://t.co/HlVjdHz1Sr

2022-11-17 23:39:33 @mmitchell_ai @trashcanmagic @timnitGebru But that is not me. I fully agree with Dr King's methods, and with direct action

2022-11-17 23:18:17 @andrewthesmart So the left is now pro-choice but anti-genetic screening? This is eugenics? https://t.co/gu4vD7v0en

2022-11-17 22:10:22 @emilymbender @timnitGebru and if what you say is true, you can simply provide a link. there certainly has not been anything from either of you in direct replies to me when i have asked.

2022-11-17 22:01:59 Why is this is any different at all than McCarthyism? I honestly don't see a difference between labeling someone a communist and labeling them a eugenicist, if you do so without either evidence or definition. I have asked, repeatedly, for both, and gotten neither. https://t.co/efvhRYCgEw

2022-11-17 21:54:48 @emilymbender @timnitGebru Nonsense. I have repeatedly asked a legitimate,straightforward question. Neither of you have answered: are you claiming eg that MacAskill (whom I have never met) is a eugenicist a la 19th century scientific racism? yes or no, and if yes, in what sense, and what is the argument?

2022-11-17 21:52:13 @athundt @timnitGebru The argument against Singer there is much more straightforward

2022-11-17 21:50:36 @athundt @timnitGebru I don't doubt that scientific racism still exists. But that label should not be applied to specific people without real evidence. That's all I am saying. &

2022-11-17 21:38:20 I have no shame about speaking out against McCarthyism.

2022-11-17 21:32:21 @timnitGebru no definitions still? i will carry on.

2022-11-17 21:26:23 @trashcanmagic @timnitGebru How dare you? My father was doing sit-ins for fair housing before you were born, and did discrimination law for years. I helped him (with statistics) as a teenager, and went to protests from when I was a newborn. I am with your struggle, but not your tactics.

2022-11-17 21:24:28 @timnitGebru We need definitions, @timnitGebru, if you want me and others take you seriously. I was once a huge fan of yours, but am really losing the faith.

2022-11-17 21:16:44 @timnitGebru Only quote I have seen was nearly fabricated, inserting words that Bostrom didn't use. I haven't seen any direct evidence on MacAskill. &

2022-11-17 21:07:19 @timnitGebru If I had been alive in the 1950s I hope that I would have called out McCarthy (white male) for doing what you do: naming names, without due process, without definitions, without evidence. It's not what groups you belong to Timnit, it's what you are saying that is problematic.

2022-11-17 20:41:16 RT @GaryMarcus: The reality is that large language models like GPT-3 annd Galactica are like bulls in a china shop, powerful but reckless.…

2022-11-17 19:56:24 @ylecun @Grady_Booch And they use lots of symbol-manipulation too. Funny that you never mention that.

2022-11-17 19:52:00 RT @GidMK: @GaryMarcus I'm worried about fake science. There are already hundreds of pay-to-play journals that publish openly plagiarised w…

2022-11-17 19:42:43 I doubt it. but Prince said it best, “Forever [is] a mighty long time” https://t.co/VXE5Up59tl

2022-11-17 19:32:50 RT @Plinz: Generative AI is incredibly useful and valuable, but it will force us to change our practices in science, journalism and social…

2022-11-17 19:31:30 @yLeCun: It’s all good, man https://t.co/PrX2PBawlc

2022-11-17 03:58:52 RT @frossi_t: On my way to the AAAI fall symposium on “thinking fast and slow and other cognitive theories in AI”. The program includes 12…

2022-11-17 01:37:42 RT @tytusm: 100% agree with Gary The threat posed to science by #Galactica is real Try it yourself using the gold standard…

2022-11-16 23:11:10 Flattery will get you nowhere, young battlestar. (image courtesy @UlrichJunker) https://t.co/d8GYGDCgTm

2022-11-16 22:59:03 @shokunin_studio @Grady_Booch @fchollet i replied to @tansuyegen's tweet

2022-11-16 22:58:06 @TansuYegen I think you have misunderstood wha the tech purports to do. I think that it is morphing actual human to look like a a different human. still cool, but not what you describe. see https://t.co/Lk5wipCh2c Face Shifting tab

2022-11-16 21:30:15 RT @karaswisher: Read these fine few words from ⁦@GaryMarcus⁩ https://t.co/Giqr1JI0by

2022-11-16 18:48:44 RT @ruthaylett: He is right. People laughing at this are mistaken, it is a serious problem in the making.

2022-11-16 18:40:34 RT @RemivanTrijp: I sincerely hope this doesn’t turn out to be prophetic

2022-11-16 17:56:14 @Grady_Booch @elonmusk I wasn’t assigning probabilities here

2022-11-16 17:52:44 @Grady_Booch @elonmusk Only two ways this can go - Musk can succeed, and rewrite everything we thought we knew about management and software engineering - He can fail, and become the textbook example of how not to do things.

2022-11-16 17:49:47 There’s a lot going on. Midterms, FTX, Twitter chaos. But in time we will see the release of #Galactica as an epochal event, a tipping point in a gigantic increase in the flow of misinformation. This is no joke. Galactica is funny, but the uses it will be put to are not. https://t.co/UPoe1q4BEi

2022-11-16 17:22:36 @MetaAI’s Galactica has made up my birthday (wrong decade), my education,my research interests, etc, all sounding plausible, 85% untrue. You know what’s really embarrassing about this? A decent AI could just look this stuff on the web &

2022-11-16 15:04:18 @ylecun @MetaAI @paperswithcode https://t.co/EvMKYUZcN0

2022-11-16 14:54:38 RT @pelimuc:

2022-11-16 14:41:15 never had this happened before - timeout loading my own Tweets. Things gonna get wild here in Bird-land! https://t.co/URBAdZpBhX

2022-11-16 14:38:05 For examples, see https://t.co/GUdfR6nR6y and this bonus fake bio of @ylecun here: https://t.co/gN1gvFkSjh

2022-11-16 14:38:03 AI Joke of the Day! Q: What do a CNC machine and MetaAI’s #Galactica have in common? .. .. .. A: They both help you fabricate! https://t.co/uEouaaO8iQ

2022-11-16 14:11:51 RT @dmonett: "Is this really what AI has come to, automatically mixing reality with bullshit so finely we can no longer recognize the diffe…

2022-11-16 14:11:23 RT @dougclow: Scientific bullshit generator, argh! Having spent many disheartening hours reviewing academic manuscripts that strongly resem…

2022-11-16 06:56:19 @kevinroose you don’t think the product placement for Storybook Brawl was a nice touch? https://t.co/15jySgxqR9 @TrungTPhan

2022-11-16 05:49:14 @mcuban just liked my new post

2022-11-16 05:35:37 @_jasonwei @colinraffel i need to think about @colinraffel’s specific tasks but i am willing to bet money that LLMs will continue to face serious challenges in factuality even as they scale.

2022-11-16 00:08:58 @ykilcher which benchmarks have you published in the last four weeks? I have posted two, one in a hot new ML journal, linked above, which you didn’t comment, the other on arXiv. You? the third was published in AI Magazine 2015. It’s not *my* fault that the field doesn’t rise to them.

2022-11-15 20:59:45 @ykilcher Not my job to decide what community disagrees about. But people ought look at the zero-shot version of Truthful QA and to test comprehension as I described in the 2014 New Yorker article Beyond The Turing Test, as well recent vision benchmark I helped w: https://t.co/LDPoiyTPNi

2022-11-15 19:02:22 OpenAI give me access to GPT-4? https://t.co/mN0OSkugcZ

2022-11-15 16:51:13 Rumor has it GPT-4 is coming. Here’s a prediction: it will still have serious issues with confabulation/misinformation, toxicity and bias. https://t.co/TKm6DA3Dvb

2022-11-15 16:24:59 . @sacca wasn’t wrong. https://t.co/2WVxcZAPMn

2022-11-15 15:23:55 "it was sobering to see how close we came to hitting a parked car after we rolled over a low curb separating the parking lot." — @cademetz on six hours in a Tesla:https://t.co/UUQXUBzE4q

2022-11-15 14:36:53 @_jasonwei @drjwrae @OwainEvans_UK post hoc.performance on original 0-shot task is not what you graphed. you are graphing only 10-shot results (and focusing on the multiple choice results which are the easier form of the task).On zero shot MC, 280B performance is <

2022-11-15 06:42:33 @_jasonwei @drjwrae @OwainEvans_UK If they used a different method you can’t tell how much is method change and how much is scale

2022-11-14 19:26:55 RT @QasimRashid: This is horrifying. The Iranian parliament votes overwhelmingly (227-63) to execute the 15,000 protesters they already arr…

2022-11-14 19:24:35 @_jasonwei @OwainEvans_UK your drawing doesn't match the leaderboard here: https://t.co/7HGyLImHHs and i think it's because Gopher changed the task...

2022-11-14 19:08:28 RT @svpino: In 2017, a team led by Andrew Ng published a paper showing off a Deep Learning model to detect pneumonia.Andrew is one of the…

2022-11-14 18:45:29 @_jasonwei Taking TruthfulQA as an example, your evidence for scaling seems (if I understand correctly) to come from a single data point from Gopher that was (a) selected post hoc, (b) has not been replicated and (c) relied on making the task multiple choice. cc @OwainEvans_UKAm I wrong?

2022-11-14 14:06:15 RT @federicobianchy: Text-to-image generation models (like Stable Diffusion and DALLE) are being used to generate millions of images a day.…

2022-11-14 13:10:22 RT @drewharwell: New: That fake verified Eli Lilly account sparked a panic inside the pharma giant, and senior execs decided they'd had eno…

2022-11-14 01:58:42 @karaswisher Will certainly be interesting to see what happens to advertising revenue in the Lockheed Martini era…

2022-12-07 21:23:10 RT @ibogost: I talked to ChatGPT about poetry, behavioral psychology, computer programming, hamburgers, and more. It's not a tool that will…

2022-12-07 20:50:20 @Michael_J_Black you might be interested in examples like these (I noticed you followed back on post but not here btw)

2022-12-07 20:34:22 More utterly bogus references from the alleged Future of Search https://t.co/y6ahzULYqO

2022-12-07 20:23:18 @RadioFreeTom He’s 94! And bemused by the fake GPTChat news I passed along, reporting his alleged 2020 death.

2022-12-07 20:04:33 @jjarangoes @ylecun @percyliang actually, @ylecun and agree on a lot: I started out 2917 debate with multiple points of agreement &

2022-12-07 19:40:19 @Agz5885 @ahatamiz1 @Amine57240266 stochasticity + authoritative presentation is not a winning formula

2022-12-07 19:39:08 @erikbryn Destroying trust in the information economy, on the Russian “firehouse of falsehood” model. Stack Overflow took the first blows. there will be more.

2022-12-07 19:34:43 @RadioFreeTom If it’s today, you also share it with Noam Chomsky

2022-12-07 19:32:34 @EricRWeinstein @elonmusk @ESYudkowsky I offered Elon some money about this topic, along with a definition (below) vetted by two of the people who invented the term. offer still stands: https://t.co/yfXycYXxb9 @wadhwa and others over to pentuple the bet to $500k.

2022-12-07 19:28:31 @ChristophMolnar I gave the clearest example

2022-12-07 19:25:38 Yes! But they include discussion of laws and explicit values in that education. They don’t leave it all to implicit reinforcement learning. See my pinned tweet, @ylecun cc: @percyliang https://t.co/5EykwGQGGA

2022-12-07 18:48:46 @MelMitchell1 I think the Turing Test is a terrible test, but two hours gives a good amount of time for depth. Cc @mkapor What Comes After the Turing Test? https://t.co/1N4qeEn6uH

2022-12-07 18:42:13 @ChristophMolnar Look forward to lots of novices puzzling over stuff like this https://t.co/7MsqFd2knj

2022-12-07 18:40:56 @ahatamiz1 @Amine57240266 @Agz5885 have you been able to replicate? Can you elaborate?

2022-12-07 18:09:27 RT @innovaTutor: A *must listen* interview with @GaryMarcus on the @BigTechnology Podcast https://t.co/pO0qQPMZ08 Is AI dangerously overh…

2022-12-07 18:09:05 @srikumarks The question of course not whether these systems sometimes create correct answers, but how often, and whether users (or downstream processors) can tell the difference when they instead generate wrong answers

2022-12-07 17:48:11 RT @percyliang: RL from human feedback seems to be the main tool for alignment. Given reward hacking and the falliability of humans, this s…

2022-12-07 16:42:21 @Ricardo_Joseh_L He took it well. (But shares my concern about the imminent deluge)

2022-12-07 16:37:37 Happy 94th birthday, Noam Chomsky! And don’t believe everything chatGPT tells you! (Spoiler alert: he doesn’t) https://t.co/VcdCVopBwx

2022-12-07 14:26:48 Absolutely. But it makes them up. Eg Noam Chomsky is very much alive (we emailed a few days ago), but check out the fake yet plausible looking sources below (&

2022-12-08 00:48:15 @Plinz @pwlot @seanmcbride @lexfridman Ok but I was on his show, he should have had thicker skin than that

2022-12-08 00:23:59 Ha ha Lex blocked me (after our episode!) because I didn’t agree that AI was going to relocate to Austin. Cc @Grady_Booch https://t.co/A5MaEtxDGH

2022-12-07 23:47:10 @seanmcbride @Plinz What takes tremendous intellectual effort is humility—and recognizing where improvements are needed.

2022-12-07 23:03:42 RT @emilkeyder: this is going to be a limiting factor for this kind of approach for a long time. there is no understanding or knowledge or…

2022-12-07 23:02:17 if you don’t understand this point, you don’t understand how ChatGPT works. and if you don’t understand this point, you are very likely overestimating GPT’s capabilities. https://t.co/0byiYi1orb

2022-12-07 22:54:50 No! even when there is structured data, chatGPT is limited in its ability to leverage that information. example: Wiki says Noam Chomsky is alive (which I can confirm)

2022-12-07 22:42:18 @John68Richmond The facts are clear: https://t.co/RIsKhp3yzX

2022-12-07 22:40:21 @kenneth0stanley @ylecun @hayabhay @ZoubinGhahrama1 @jeffclune @Tkaraletsos I hope @ylecun that @kenneth0stanley’s response will put an end to this line of discussion.

2022-12-07 22:38:08 @ylecun @hayabhay @ZDNET @TiernanRayTech So no counterargument then to the fact that - you publicly lied about my credentials - are resting a further attack on my credentials by conflating whether I helped develop an algorithm with whether I was permitted by its buyer to publish it. Classy!

2022-12-07 22:27:27 @ylecun @hayabhay @ZDNET @TiernanRayTech You know perfectly well that that work is under NDA and wasn’t published. That wasn’t my choice (since I no longer own it) but I have told you that before. You are just trying to extend your efforts to deceive.

2022-12-07 22:18:59 @fchollet Counterpoint: robotics (esp domestic humanoid robots) is one of the domains that most needs major advances in physical psychological and causal reasoning, and is one of the least tolerant of the current approximative approach. So could actually be the catalyst.

2022-12-07 22:15:19 @johnsontoddr4 @TonyD993 @yudapearl lovely example of how little gpt understands causality

2022-12-07 22:13:20 @ylecun @hayabhay Ps you also recently lied about my credentials to @zdnet, forcing @TiernanRayTech to publish a correction. And you said crazy things at end of 2019 about history that whole field knew was not true. Please stop attacking my credentials with false &

2022-12-07 22:06:23 @ylecun @hayabhay Uber bought that algorithm &

2022-12-07 21:23:10 RT @ibogost: I talked to ChatGPT about poetry, behavioral psychology, computer programming, hamburgers, and more. It's not a tool that will…

2022-12-07 20:50:20 @Michael_J_Black you might be interested in examples like these (I noticed you followed back on post but not here btw)

2022-12-07 20:34:22 More utterly bogus references from the alleged Future of Search https://t.co/y6ahzULYqO

2022-12-07 20:23:18 @RadioFreeTom He’s 94! And bemused by the fake GPTChat news I passed along, reporting his alleged 2020 death.

2022-12-07 20:04:33 @jjarangoes @ylecun @percyliang actually, @ylecun and agree on a lot: I started out 2917 debate with multiple points of agreement &

2022-12-07 19:40:19 @Agz5885 @ahatamiz1 @Amine57240266 stochasticity + authoritative presentation is not a winning formula

2022-12-07 19:39:08 @erikbryn Destroying trust in the information economy, on the Russian “firehouse of falsehood” model. Stack Overflow took the first blows. there will be more.

2022-12-07 19:34:43 @RadioFreeTom If it’s today, you also share it with Noam Chomsky

2022-12-07 19:32:34 @EricRWeinstein @elonmusk @ESYudkowsky I offered Elon some money about this topic, along with a definition (below) vetted by two of the people who invented the term. offer still stands: https://t.co/yfXycYXxb9 @wadhwa and others over to pentuple the bet to $500k.

2022-12-07 19:28:31 @ChristophMolnar I gave the clearest example

2022-12-07 19:25:38 Yes! But they include discussion of laws and explicit values in that education. They don’t leave it all to implicit reinforcement learning. See my pinned tweet, @ylecun cc: @percyliang https://t.co/5EykwGQGGA

2022-12-07 18:48:46 @MelMitchell1 I think the Turing Test is a terrible test, but two hours gives a good amount of time for depth. Cc @mkapor What Comes After the Turing Test? https://t.co/1N4qeEn6uH

2022-12-07 18:42:13 @ChristophMolnar Look forward to lots of novices puzzling over stuff like this https://t.co/7MsqFd2knj

2022-12-07 18:40:56 @ahatamiz1 @Amine57240266 @Agz5885 have you been able to replicate? Can you elaborate?

2022-12-07 18:09:27 RT @innovaTutor: A *must listen* interview with @GaryMarcus on the @BigTechnology Podcast https://t.co/pO0qQPMZ08 Is AI dangerously overh…

2022-12-07 18:09:05 @srikumarks The question of course not whether these systems sometimes create correct answers, but how often, and whether users (or downstream processors) can tell the difference when they instead generate wrong answers

2022-12-07 17:48:11 RT @percyliang: RL from human feedback seems to be the main tool for alignment. Given reward hacking and the falliability of humans, this s…

2022-12-07 16:42:21 @Ricardo_Joseh_L He took it well. (But shares my concern about the imminent deluge)

2022-12-07 16:37:37 Happy 94th birthday, Noam Chomsky! And don’t believe everything chatGPT tells you! (Spoiler alert: he doesn’t) https://t.co/VcdCVopBwx

2022-12-07 14:26:48 Absolutely. But it makes them up. Eg Noam Chomsky is very much alive (we emailed a few days ago), but check out the fake yet plausible looking sources below (&

2022-12-08 21:04:55 RT @GaryMarcus: @blattnerma @Plinz Yes &

2022-12-08 21:04:15 @tsushil_thapa @ShizaCharania @ylecun not friends with people who repeatedly lie about me

2022-12-08 21:03:50 absolutely - the edge cases in open-ended chatbots are endless

2022-12-08 21:03:00 @info_sprinkles @ylecun sorry but lying is not cool

2022-12-08 21:02:51 RT @MMikeMMa: @pgolding @plibin @GaryMarcus Isn’t a concern that these models are striving towards “general” capabilities across many use c…

2022-12-08 19:52:42 RT @GaryMarcus: @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample scree…

2022-12-08 19:52:39 @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample screenshots below). @zdnet corrected you, because you lied. @kenneth0stanley corrected you yesterday re our algorithm. *why* are you lying about my credentials again? https://t.co/uG07u8sYsi

2022-12-08 19:27:20 RT @GaryMarcus: @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:25:54 @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:18:02 @wadhwa @Shrikantha5 AFAIK all LLMs are vulnerable to hallucination. The thing you sent was made by a different recent OpenAI model (not ChatGPT) one from @Shrikantha5 is indeed ChatGPT. General problem is very real! Ps: LLMs are stochastic &

2022-12-08 18:37:38 @MuhammedKambal Sure would like to know what was in the training corpus

2022-12-08 18:31:46 Eerily prescient paper from 2021: language models &

2022-12-08 18:12:21 @pwlot @jeblad @StolfiAlberto I got blocked (I believe) for doubting his claim that Austin would become the AI capital of the world. And if you read the thread carefully someone else brought the wiki to my attention. Something didn’t feel right tbh when he interviewed me in the MIT library.

2022-12-08 18:09:38 @__delas__ @Plinz Love it when Plinz publicly attacks me and I respond and then the fanboys pile on without reading the time stamps or understanding the chronology.

2022-12-08 17:44:14 @pwlot @jeblad @StolfiAlberto he's representing himself as an MIT research scientist, not as a Drexel PhD.

2022-12-08 17:27:49 @Tweetermeyer wow. not a great look, especially given how he styles himself.

2022-12-08 17:26:03 @pwlot @jeblad @StolfiAlberto *did* he graduate? from the answers I am getting, he taught some January classes, but was not on faculty.

2022-12-08 17:21:33 RT @ChloeSavignac: Excellent line-up

2022-12-08 16:36:51 I suspect that this is inaccurate, but am curious if anyone can confirm or deny it. https://t.co/qlDi5cyH9c https://t.co/myflXl9IAr

2022-12-08 15:28:07 RT @wadhwa: And I did not found "Telesoft Partners". As well, Google clearly says that I authored 5 books, not 3 I am beginning to agree w…

2022-12-08 00:48:15 @Plinz @pwlot @seanmcbride @lexfridman Ok but I was on his show, he should have had thicker skin than that

2022-12-08 00:23:59 Ha ha Lex blocked me (after our episode!) because I didn’t agree that AI was going to relocate to Austin. Cc @Grady_Booch https://t.co/A5MaEtxDGH

2022-12-07 23:47:10 @seanmcbride @Plinz What takes tremendous intellectual effort is humility—and recognizing where improvements are needed.

2022-12-07 23:03:42 RT @emilkeyder: this is going to be a limiting factor for this kind of approach for a long time. there is no understanding or knowledge or…

2022-12-07 23:02:17 if you don’t understand this point, you don’t understand how ChatGPT works. and if you don’t understand this point, you are very likely overestimating GPT’s capabilities. https://t.co/0byiYi1orb

2022-12-07 22:54:50 No! even when there is structured data, chatGPT is limited in its ability to leverage that information. example: Wiki says Noam Chomsky is alive (which I can confirm)

2022-12-07 22:42:18 @John68Richmond The facts are clear: https://t.co/RIsKhp3yzX

2022-12-07 22:40:21 @kenneth0stanley @ylecun @hayabhay @ZoubinGhahrama1 @jeffclune @Tkaraletsos I hope @ylecun that @kenneth0stanley’s response will put an end to this line of discussion.

2022-12-07 22:38:08 @ylecun @hayabhay @ZDNET @TiernanRayTech So no counterargument then to the fact that - you publicly lied about my credentials - are resting a further attack on my credentials by conflating whether I helped develop an algorithm with whether I was permitted by its buyer to publish it. Classy!

2022-12-07 22:27:27 @ylecun @hayabhay @ZDNET @TiernanRayTech You know perfectly well that that work is under NDA and wasn’t published. That wasn’t my choice (since I no longer own it) but I have told you that before. You are just trying to extend your efforts to deceive.

2022-12-07 22:18:59 @fchollet Counterpoint: robotics (esp domestic humanoid robots) is one of the domains that most needs major advances in physical psychological and causal reasoning, and is one of the least tolerant of the current approximative approach. So could actually be the catalyst.

2022-12-07 22:15:19 @johnsontoddr4 @TonyD993 @yudapearl lovely example of how little gpt understands causality

2022-12-07 22:13:20 @ylecun @hayabhay Ps you also recently lied about my credentials to @zdnet, forcing @TiernanRayTech to publish a correction. And you said crazy things at end of 2019 about history that whole field knew was not true. Please stop attacking my credentials with false &

2022-12-07 22:06:23 @ylecun @hayabhay Uber bought that algorithm &

2022-12-07 21:23:10 RT @ibogost: I talked to ChatGPT about poetry, behavioral psychology, computer programming, hamburgers, and more. It's not a tool that will…

2022-12-07 20:50:20 @Michael_J_Black you might be interested in examples like these (I noticed you followed back on post but not here btw)

2022-12-07 20:34:22 More utterly bogus references from the alleged Future of Search https://t.co/y6ahzULYqO

2022-12-07 20:23:18 @RadioFreeTom He’s 94! And bemused by the fake GPTChat news I passed along, reporting his alleged 2020 death.

2022-12-07 20:04:33 @jjarangoes @ylecun @percyliang actually, @ylecun and agree on a lot: I started out 2917 debate with multiple points of agreement &

2022-12-07 19:40:19 @Agz5885 @ahatamiz1 @Amine57240266 stochasticity + authoritative presentation is not a winning formula

2022-12-07 19:39:08 @erikbryn Destroying trust in the information economy, on the Russian “firehouse of falsehood” model. Stack Overflow took the first blows. there will be more.

2022-12-07 19:34:43 @RadioFreeTom If it’s today, you also share it with Noam Chomsky

2022-12-07 19:32:34 @EricRWeinstein @elonmusk @ESYudkowsky I offered Elon some money about this topic, along with a definition (below) vetted by two of the people who invented the term. offer still stands: https://t.co/yfXycYXxb9 @wadhwa and others over to pentuple the bet to $500k.

2022-12-07 19:28:31 @ChristophMolnar I gave the clearest example

2022-12-07 19:25:38 Yes! But they include discussion of laws and explicit values in that education. They don’t leave it all to implicit reinforcement learning. See my pinned tweet, @ylecun cc: @percyliang https://t.co/5EykwGQGGA

2022-12-07 18:48:46 @MelMitchell1 I think the Turing Test is a terrible test, but two hours gives a good amount of time for depth. Cc @mkapor What Comes After the Turing Test? https://t.co/1N4qeEn6uH

2022-12-07 18:42:13 @ChristophMolnar Look forward to lots of novices puzzling over stuff like this https://t.co/7MsqFd2knj

2022-12-07 18:40:56 @ahatamiz1 @Amine57240266 @Agz5885 have you been able to replicate? Can you elaborate?

2022-12-07 18:09:27 RT @innovaTutor: A *must listen* interview with @GaryMarcus on the @BigTechnology Podcast https://t.co/pO0qQPMZ08 Is AI dangerously overh…

2022-12-07 18:09:05 @srikumarks The question of course not whether these systems sometimes create correct answers, but how often, and whether users (or downstream processors) can tell the difference when they instead generate wrong answers

2022-12-07 17:48:11 RT @percyliang: RL from human feedback seems to be the main tool for alignment. Given reward hacking and the falliability of humans, this s…

2022-12-07 16:42:21 @Ricardo_Joseh_L He took it well. (But shares my concern about the imminent deluge)

2022-12-07 16:37:37 Happy 94th birthday, Noam Chomsky! And don’t believe everything chatGPT tells you! (Spoiler alert: he doesn’t) https://t.co/VcdCVopBwx

2022-12-07 14:26:48 Absolutely. But it makes them up. Eg Noam Chomsky is very much alive (we emailed a few days ago), but check out the fake yet plausible looking sources below (&

2022-12-08 21:04:55 RT @GaryMarcus: @blattnerma @Plinz Yes &

2022-12-08 21:04:15 @tsushil_thapa @ShizaCharania @ylecun not friends with people who repeatedly lie about me

2022-12-08 21:03:50 absolutely - the edge cases in open-ended chatbots are endless

2022-12-08 21:03:00 @info_sprinkles @ylecun sorry but lying is not cool

2022-12-08 21:02:51 RT @MMikeMMa: @pgolding @plibin @GaryMarcus Isn’t a concern that these models are striving towards “general” capabilities across many use c…

2022-12-08 19:52:42 RT @GaryMarcus: @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample scree…

2022-12-08 19:52:39 @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample screenshots below). @zdnet corrected you, because you lied. @kenneth0stanley corrected you yesterday re our algorithm. *why* are you lying about my credentials again? https://t.co/uG07u8sYsi

2022-12-08 19:27:20 RT @GaryMarcus: @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:25:54 @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:18:02 @wadhwa @Shrikantha5 AFAIK all LLMs are vulnerable to hallucination. The thing you sent was made by a different recent OpenAI model (not ChatGPT) one from @Shrikantha5 is indeed ChatGPT. General problem is very real! Ps: LLMs are stochastic &

2022-12-08 18:37:38 @MuhammedKambal Sure would like to know what was in the training corpus

2022-12-08 18:31:46 Eerily prescient paper from 2021: language models &

2022-12-08 18:12:21 @pwlot @jeblad @StolfiAlberto I got blocked (I believe) for doubting his claim that Austin would become the AI capital of the world. And if you read the thread carefully someone else brought the wiki to my attention. Something didn’t feel right tbh when he interviewed me in the MIT library.

2022-12-08 18:09:38 @__delas__ @Plinz Love it when Plinz publicly attacks me and I respond and then the fanboys pile on without reading the time stamps or understanding the chronology.

2022-12-08 17:44:14 @pwlot @jeblad @StolfiAlberto he's representing himself as an MIT research scientist, not as a Drexel PhD.

2022-12-08 17:27:49 @Tweetermeyer wow. not a great look, especially given how he styles himself.

2022-12-08 17:26:03 @pwlot @jeblad @StolfiAlberto *did* he graduate? from the answers I am getting, he taught some January classes, but was not on faculty.

2022-12-08 17:21:33 RT @ChloeSavignac: Excellent line-up

2022-12-08 16:36:51 I suspect that this is inaccurate, but am curious if anyone can confirm or deny it. https://t.co/qlDi5cyH9c https://t.co/myflXl9IAr

2022-12-08 15:28:07 RT @wadhwa: And I did not found "Telesoft Partners". As well, Google clearly says that I authored 5 books, not 3 I am beginning to agree w…

2022-12-08 00:48:15 @Plinz @pwlot @seanmcbride @lexfridman Ok but I was on his show, he should have had thicker skin than that

2022-12-08 00:23:59 Ha ha Lex blocked me (after our episode!) because I didn’t agree that AI was going to relocate to Austin. Cc @Grady_Booch https://t.co/A5MaEtxDGH

2022-12-07 23:47:10 @seanmcbride @Plinz What takes tremendous intellectual effort is humility—and recognizing where improvements are needed.

2022-12-07 23:03:42 RT @emilkeyder: this is going to be a limiting factor for this kind of approach for a long time. there is no understanding or knowledge or…

2022-12-07 23:02:17 if you don’t understand this point, you don’t understand how ChatGPT works. and if you don’t understand this point, you are very likely overestimating GPT’s capabilities. https://t.co/0byiYi1orb

2022-12-07 22:54:50 No! even when there is structured data, chatGPT is limited in its ability to leverage that information. example: Wiki says Noam Chomsky is alive (which I can confirm)

2022-12-07 22:42:18 @John68Richmond The facts are clear: https://t.co/RIsKhp3yzX

2022-12-07 22:40:21 @kenneth0stanley @ylecun @hayabhay @ZoubinGhahrama1 @jeffclune @Tkaraletsos I hope @ylecun that @kenneth0stanley’s response will put an end to this line of discussion.

2022-12-07 22:38:08 @ylecun @hayabhay @ZDNET @TiernanRayTech So no counterargument then to the fact that - you publicly lied about my credentials - are resting a further attack on my credentials by conflating whether I helped develop an algorithm with whether I was permitted by its buyer to publish it. Classy!

2022-12-07 22:27:27 @ylecun @hayabhay @ZDNET @TiernanRayTech You know perfectly well that that work is under NDA and wasn’t published. That wasn’t my choice (since I no longer own it) but I have told you that before. You are just trying to extend your efforts to deceive.

2022-12-07 22:18:59 @fchollet Counterpoint: robotics (esp domestic humanoid robots) is one of the domains that most needs major advances in physical psychological and causal reasoning, and is one of the least tolerant of the current approximative approach. So could actually be the catalyst.

2022-12-07 22:15:19 @johnsontoddr4 @TonyD993 @yudapearl lovely example of how little gpt understands causality

2022-12-07 22:13:20 @ylecun @hayabhay Ps you also recently lied about my credentials to @zdnet, forcing @TiernanRayTech to publish a correction. And you said crazy things at end of 2019 about history that whole field knew was not true. Please stop attacking my credentials with false &

2022-12-07 22:06:23 @ylecun @hayabhay Uber bought that algorithm &

2022-12-07 21:23:10 RT @ibogost: I talked to ChatGPT about poetry, behavioral psychology, computer programming, hamburgers, and more. It's not a tool that will…

2022-12-07 20:50:20 @Michael_J_Black you might be interested in examples like these (I noticed you followed back on post but not here btw)

2022-12-07 20:34:22 More utterly bogus references from the alleged Future of Search https://t.co/y6ahzULYqO

2022-12-07 20:23:18 @RadioFreeTom He’s 94! And bemused by the fake GPTChat news I passed along, reporting his alleged 2020 death.

2022-12-07 20:04:33 @jjarangoes @ylecun @percyliang actually, @ylecun and agree on a lot: I started out 2917 debate with multiple points of agreement &

2022-12-07 19:40:19 @Agz5885 @ahatamiz1 @Amine57240266 stochasticity + authoritative presentation is not a winning formula

2022-12-07 19:39:08 @erikbryn Destroying trust in the information economy, on the Russian “firehouse of falsehood” model. Stack Overflow took the first blows. there will be more.

2022-12-07 19:34:43 @RadioFreeTom If it’s today, you also share it with Noam Chomsky

2022-12-07 19:32:34 @EricRWeinstein @elonmusk @ESYudkowsky I offered Elon some money about this topic, along with a definition (below) vetted by two of the people who invented the term. offer still stands: https://t.co/yfXycYXxb9 @wadhwa and others over to pentuple the bet to $500k.

2022-12-07 19:28:31 @ChristophMolnar I gave the clearest example

2022-12-07 19:25:38 Yes! But they include discussion of laws and explicit values in that education. They don’t leave it all to implicit reinforcement learning. See my pinned tweet, @ylecun cc: @percyliang https://t.co/5EykwGQGGA

2022-12-07 18:48:46 @MelMitchell1 I think the Turing Test is a terrible test, but two hours gives a good amount of time for depth. Cc @mkapor What Comes After the Turing Test? https://t.co/1N4qeEn6uH

2022-12-07 18:42:13 @ChristophMolnar Look forward to lots of novices puzzling over stuff like this https://t.co/7MsqFd2knj

2022-12-07 18:40:56 @ahatamiz1 @Amine57240266 @Agz5885 have you been able to replicate? Can you elaborate?

2022-12-07 18:09:27 RT @innovaTutor: A *must listen* interview with @GaryMarcus on the @BigTechnology Podcast https://t.co/pO0qQPMZ08 Is AI dangerously overh…

2022-12-07 18:09:05 @srikumarks The question of course not whether these systems sometimes create correct answers, but how often, and whether users (or downstream processors) can tell the difference when they instead generate wrong answers

2022-12-07 17:48:11 RT @percyliang: RL from human feedback seems to be the main tool for alignment. Given reward hacking and the falliability of humans, this s…

2022-12-07 16:42:21 @Ricardo_Joseh_L He took it well. (But shares my concern about the imminent deluge)

2022-12-07 16:37:37 Happy 94th birthday, Noam Chomsky! And don’t believe everything chatGPT tells you! (Spoiler alert: he doesn’t) https://t.co/VcdCVopBwx

2022-12-07 14:26:48 Absolutely. But it makes them up. Eg Noam Chomsky is very much alive (we emailed a few days ago), but check out the fake yet plausible looking sources below (&

2022-12-08 21:04:55 RT @GaryMarcus: @blattnerma @Plinz Yes &

2022-12-08 21:04:15 @tsushil_thapa @ShizaCharania @ylecun not friends with people who repeatedly lie about me

2022-12-08 21:03:50 absolutely - the edge cases in open-ended chatbots are endless

2022-12-08 21:03:00 @info_sprinkles @ylecun sorry but lying is not cool

2022-12-08 21:02:51 RT @MMikeMMa: @pgolding @plibin @GaryMarcus Isn’t a concern that these models are striving towards “general” capabilities across many use c…

2022-12-08 19:52:42 RT @GaryMarcus: @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample scree…

2022-12-08 19:52:39 @ylecun . @yLeCun the last time you said this to @zdnet, I presented multiple AI publications in top journals (sample screenshots below). @zdnet corrected you, because you lied. @kenneth0stanley corrected you yesterday re our algorithm. *why* are you lying about my credentials again? https://t.co/uG07u8sYsi

2022-12-08 19:27:20 RT @GaryMarcus: @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:25:54 @ShizaCharania @ylecun That’ll be $8 :)

2022-12-08 19:18:02 @wadhwa @Shrikantha5 AFAIK all LLMs are vulnerable to hallucination. The thing you sent was made by a different recent OpenAI model (not ChatGPT) one from @Shrikantha5 is indeed ChatGPT. General problem is very real! Ps: LLMs are stochastic &

2022-12-08 18:37:38 @MuhammedKambal Sure would like to know what was in the training corpus

2022-12-08 18:31:46 Eerily prescient paper from 2021: language models &

2022-12-08 18:12:21 @pwlot @jeblad @StolfiAlberto I got blocked (I believe) for doubting his claim that Austin would become the AI capital of the world. And if you read the thread carefully someone else brought the wiki to my attention. Something didn’t feel right tbh when he interviewed me in the MIT library.

2022-12-08 18:09:38 @__delas__ @Plinz Love it when Plinz publicly attacks me and I respond and then the fanboys pile on without reading the time stamps or understanding the chronology.

2022-12-08 17:44:14 @pwlot @jeblad @StolfiAlberto he's representing himself as an MIT research scientist, not as a Drexel PhD.

2022-12-08 17:27:49 @Tweetermeyer wow. not a great look, especially given how he styles himself.

2022-12-08 17:26:03 @pwlot @jeblad @StolfiAlberto *did* he graduate? from the answers I am getting, he taught some January classes, but was not on faculty.

2022-12-08 17:21:33 RT @ChloeSavignac: Excellent line-up

2022-12-08 16:36:51 I suspect that this is inaccurate, but am curious if anyone can confirm or deny it. https://t.co/qlDi5cyH9c https://t.co/myflXl9IAr

2022-12-08 15:28:07 RT @wadhwa: And I did not found "Telesoft Partners". As well, Google clearly says that I authored 5 books, not 3 I am beginning to agree w…

ravo @GaryMarcus! "Rebooting AI" made it to BookAuthority's list of best Artificial Intelligence audiobooks of all time…

 

2024-06-19 16:13:14 @athundt Agreed. Unfortunately that’s a very small minority of what’s currently happening - but we should absolutely change the social norms around this.

2024-06-19 15:50:30 @ArtfulDodger183 I am all for using properly licensed data.

2024-06-19 15:47:33 We should be rewarding people for the algorithms they invent, and not the data they scavenge.

2024-06-19 15:20:10 “like having your valuables stolen from your home and then hearing the thief say, "Don't worry, I'll give you a chance to opt out of future burglaries ... next year.”” https://t.co/YLkE5ovEBn

t? billion dollar companies can do a little paperwork for the public good

 

2024-06-23 03:34:26 @olivia_p_walker @garrytan @ycombinator not worse than aviation, automobiles etc by any stretch. there should be some regulatory burden since there are clear risks that the tech companies themselves have acknowledged.

2024-06-23 03:26:56 Hey @garrytan @ycombinator your letter on California’s AI regulation seems awfully sensationalist and alarmist to me. Have I missed something? You say “AI software developers could go to jail simply for failing to anticipate misuse of their software–a standard of product… https://t.co/sXy5gZEsyX https://t.co/M4UeS2UwRc

2024-06-23 02:41:44 @burkov all true and yet they are effectively stochastic, however, because of the interactions of context, the ways that slight variations yield different answers, and the way in which the output depends on exact idiosyncrasies of input.

2022-03-16 16:41:48 @maier_ak though to be clear, my concerns also included (a) the relation between things that are scaleable and things that might not be and (b) that scaling might cease to return value even before resources limits are reached. 2022-03-16 16:40:25 RT @maier_ak: We observed that compute resources according to Moore's Law will soon no longer be able to meet the requirements of #AI and t… 2022-03-16 16:40:02 RT @maier_ak: So is #DeepLearning hitting a wall with this? Can we do better in the future? Maybe @GaryMarcus and @Plinz are right. Let'… 2022-03-16 10:47:32 RT @anh_ng8: @GaryMarcus @krishnanrohit Yeah, not just naturally adversarial textures. Tesla FSD 9 last year can be fooled by something as… 2022-03-16 05:54:58 @rao2z https://t.co/hS1EkVBgfV 2022-03-16 03:44:55 @Plinz i look forward to the draft! 2022-03-16 03:44:44 RT @Plinz: @GaryMarcus Everybody should read the Algebraic Mind, it's an excellent book. (Our lab discussed whether we must now write "The… 2022-03-16 03:36:29 @Plinz https://t.co/hS1EkVSREv 2022-03-16 03:34:16 for the avoidance of doubt, I think all of the below are important advances. But also that none adequately address the basic challenges in reasoning, compositionally and broad generalization that I raised in my 2001 book, and that I see as critical for cognition and AGI. https://t.co/axBxIF170h 2022-03-16 03:24:28 on the need for a new paradigm that is less static, less offline and more sample-efficient, @plinz and I are in 100% agreement. my guess is that that will happen in the next 33 years, and dwarf the last 33. https://t.co/dDXvqGfKLR 2022-03-16 03:20:41 @tdietterich i am genuinely concerned about being misrepresented 2022-03-16 03:19:13 @marktenenholtz here is an example, be sure to watch the second piece in the replies: https://t.co/iMyPzukdJy 2022-03-16 03:17:27 @marktenenholtz 97% of research $ go in that direction , and the leaders in deep learning try to extinguish other work 2022-03-16 03:15:58 @marktenenholtz because they are so dismissive of symbols. it’s not that i think symbols alone suffice that said, hybrids are not sufficient either 2022-03-16 03:11:00 @marktenenholtz also we will look back and think wow the discoveries from 2022-2027 were essential in weaning us from needing truly massive data for most problems. 2022-03-16 03:09:43 @marktenenholtz and yes of course there 6 millions ways to solve MNIST - and zero to solve AGI. not of course saying that there hasn’t been any progress at all. 2022-03-16 03:08:22 @marktenenholtz what’s the twitter handle for remind me in 5 years? i don’t doubt deep learning will still be part of things but think in five years we will have much better tools for integrating symbolic priors into the mix, & 2022-03-16 03:02:44 if you misrepresent me as anti-deep learning when every article I write is *pro* deep learning (hybridized with other techniques), you are being political reality is that I am pro deep learning nobody in pure deep learning wants to acknowledge that fact https://t.co/l4UVfcx7ZI 2022-03-16 02:50:27 Hinton and @ylecun like to pretend that the only person who disagrees with them is me 2022-03-16 02:30:40 @Plinz @bengoertzel you are either naive about funding, reviewing etc or pretending to be naive 2022-03-16 02:29:37 @ethancaballero @Plinz @plazehodler thanks - that’s interesting. 2022-03-16 02:20:06 @Plinz @bengoertzel astonished that you don’t think that politics plays a role. there is a feedback cycle where certain people have pushed massive investments in their own students, making it impossible for others to keep up, prematurely sucking oxygen from other approaches, per @emilymbender 2022-03-16 02:16:42 RT @bengoertzel: @Plinz @GaryMarcus 2) I also agree w. @GaryMarcus (and I suspect you @Plinz ) that architectures integrating deep NN ish a… 2022-03-16 02:15:20 RT @bengoertzel: @Plinz 1). Hmm -- Deep learning is not just advancing in one direction but many, and in some directions it's hitting huge… 2022-03-16 02:14:58 @Plinz wasn’t it you just a moment ago crowing about how recognizable it all was? incremental innovations, sure. 2022-03-16 02:04:38 RT @hankejh: Haha brutal 2022-03-16 02:04:26 @Plinz https://t.co/FmOpb9RzKQ 2022-03-16 02:04:13 @Plinz @plazehodler except when it is “reliable performance”, “catastrophic interference”, or “avoiding ridiculous errors”, to take 3 examples that have been around for 33 years and not solved 2022-03-16 01:59:02 “look at how great we are! we haven’t had a fundamentally new idea in 33 years!” not a sign of healthy field. https://t.co/Gv90k7d6Kr 2022-03-16 01:48:08 As long as focus almost entirely on neural networks, as “only path of success”, you are unlikely to find the success you seek, young warrior. https://t.co/N9N6VFiHqT 2022-03-16 01:09:42 @roschler @OpenAI @Merzmensch @NoelleSilver_ valiantly fought off with cartoons and facebook posts 2022-03-16 00:25:18 RT @KyivIndependent: Blinken: There will be an independent Ukraine "a lot longer than there's going to be a Vladimir Putin." During an… 2022-03-16 00:22:42 @roschler @OpenAI @Merzmensch @NoelleSilver_ any progress since that 12/20 demo? 2022-03-15 22:17:18 Q: “Russia’s invasion of Ukraine may also have dealt a severe blow to our hopes of tackling the climate crisis, at least in this decade. Do you have any comments?” Chomsky: “The blow is not only severe, but it may also be terminal for organized human life on earth” https://t.co/uVYTyw4e5Q 2022-03-15 22:08:35 RT @matthewhurley85: As a current student of deep learning, I found this article insightful and thought provoking. Kudos @GaryMarcus http… 2022-03-15 20:44:54 @RomainBrette and if invert the order of touching fingers and toes, have I not dealt with arbitrary reprogrammability? 2022-03-15 20:43:58 @RomainBrette I guess on a skim that I don’t quite see those replies. By “brain is a computer, one must demonstrate that there is a way in which the brain’s programs can be changed arbitrarily” you are entailing that an FPGA is no longer a computer once it is burned in, no? 2022-03-15 20:06:04 @RomainBrette https://t.co/UO1oP6ZTXv 2022-03-15 20:05:02 @KordingLab hmm i anticipated some of this here: https://t.co/2eyQc2x9ol 2022-03-15 19:19:22 RT @KordingLab: Natural intelligence is pretty great. 2022-03-15 19:17:52 RT @haltakov: Live footage of a company using a fancy state-of-the-art neural network, when a simple regex would have been enough https://t… 2022-03-15 19:06:56 RT @TLinChase: @GaryMarcus https://t.co/DKzKCMnbbS 2022-03-15 18:59:57 @nutanc @filippie509 @guru_ai how much cherry-picking do you do? what’s the prompt? also would be interesting to know which are straight from the training set, or just modified with synonymy 2022-03-15 18:57:11 @davis_yoshida @Jonatha46333329 @j_br__ @hxt55 Am willing to let it go, since your species has state-of-the-art language, cognitive modeling and reasoning capabilities. though the reasoning capabilities in particular could definitely be radically improved… 2022-03-15 16:25:40 @filippie509 you forgot PR. They are exceptionally good at that. 2022-03-15 14:49:52 Tucker Carlson 2022-03-15 13:26:46 RT @AvilaGarcez: It is worth pointing out (again) to the lovers of duality that @GaryMarcus criticism of deep learning isn't an argument f… 2022-03-15 04:36:19 @lizardcry √ cause massive refugee crisis 2022-03-15 04:27:36 March 2022 To Do List √ destroy reputation √ destroy banking system √ alienate tech industry √ alienate airline industry √ kill civilians √ crash currency √ freeze stock market √ end free speech √ humiliate military √ induce brain drain √ alienate most nations 2022-03-15 03:30:07 RT @lizadixon: The data currently being used to make claims about the safety benefits of Autopilot (e.g. “…safer than the average driver in… 2022-03-15 02:32:01 @christian_moerk me, too 2022-03-15 02:15:44 @christian_moerk another week like this, and they will be down to flint knives and smoke signals. 2022-03-15 01:58:52 good luck getting parts, again. ever. https://t.co/98gNDkKSa7 2022-03-15 01:57:16 ≈ defends NATO https://t.co/7SBjwZ5cir 2022-03-15 01:52:36 @irinarish i still recommend you remind my essay 2022-03-15 00:11:18 @Plinz @Prim8Substr8 @majodali ≈ auto accidents kill people, so nothing wrong with guns. but aside from that, who uses Excel to run their chatbots? 2022-03-14 23:41:34 . @rgoodlaw is always worth reading. Model prosecution memo for Russian Dictator Vladimir Putin. https://t.co/IGdOVCDI8S 2022-03-14 23:14:24 @punkstrategy @Plinz no, but it’s subtle, and best explained in chapter 2 of the algebraic mind. not twitter-sized argument. 2022-03-14 23:00:48 @punkstrategy @Plinz in the canonical cases there are symbols on the input and output 2022-03-14 22:49:50 @majodali @Plinz this is nonsense, and dangerous inasmuch/insofar as anyone uses the stuff IRL 2022-03-14 22:49:05 @majodali @Plinz GPT has no intention, ever & most computational production work is about creating a sentence from an intention 2022-03-14 22:38:32 the deep learning edition of “guns don’t kill people, people kill people” any use of GPT-3 should certainly contain a warning label: “this system is unreliable and has been known to make stuff up, to offend people, and to encourage harm” but is that enough? https://t.co/Z9r0q9KBwm 2022-03-14 22:32:21 @majodali @Plinz Of course it makes stuff up. I gave an example above with the socks. 2022-03-14 21:09:36 @VishalGulati_ sure, and inadvertently mobilizing the opposition, with adverse consequences for all of us. 2022-03-14 21:08:36 @Plinz no doubt. but systems like GPT-3 make up stuff regularly Your argument is like trying to argue against a connection between cigarettes and lung cancer because some people get lung cancer without smoking. 2022-03-14 20:14:59 I am prepared to believe that a 4th shot may at some point be necessary, and prepared to take one if data clearly suggest it. But it was counterproductive & https://t.co/hiAQHyb8rg 2022-03-14 19:57:00 @sanjaykalra how about knowingly using an inadequate tool that might cause harm? 2022-03-14 19:55:52 @terrible_archer in other words: Ignorance of the law, and well, literally everything else, is no excuse 2022-03-14 19:53:34 RT @terrible_archer: @GaryMarcus I literally don't understand how anyone can disagree with what Gary says here! This is the very reason we… 2022-03-14 19:43:40 @AlexKan04442434 “can’t possibly” *on its own* i think you are quite right in your analysis 2022-03-14 19:40:52 What?! Totally false to claim that statistical methods don’t fabricate or generate misinformation People may fabricate maliciously Samples below, some created whole cloth. https://t.co/OKZdSGvfa7 https://t.co/VnmescOiXb 2022-03-14 17:09:35 Write an article about all the reasons to be cautious about naive projection, and this is what (some) people come away with…. https://t.co/LcgLDSS7oi 2022-03-14 16:32:45 RT @__TweetinChar__: !!-- This 2022-03-14 16:09:46 @yourauntemma 2022-03-14 16:04:17 [Movie Preview Voiceover] Two world-class narcissists square off, fighting for the fate of the world. https://t.co/JxqrP5tWd6 2022-03-14 16:00:38 @ChrSzegedy @TheSaddlePoint @GuillaumeLample @f_charton do the scope and reliability matter? does ELIZA count, becomes sometimes you can talk to in NL and get reasonable advice? 2022-03-14 15:45:41 RT @GaryMarcus: Deep learning, on its own, cannot be trusted. It is capable of epic feats of math, but utterly lacks judgment 2022-03-14 15:45:19 @AndrewLampinen @sd_marlow I’m saying that deep learning must be supplemented, eg with symbolic operations. Like scratchpads! I’m not saying it’s failing 2022-03-14 15:43:08 Deep learning, on its own, cannot be trusted. It is capable of epic feats of math, but utterly lacks judgment This is why we so badly need hybrid models. 2022-03-14 15:43:07 No, @plinz, deep learning is not inherently toxic, evil, or biased 1/2 https://t.co/fxx6icu4d0 2022-03-14 15:10:51 and then suddenly {narrator intones} to the surprise of everyone, even their own creators, Transformers become (slightly) conscious... https://t.co/WEz2zqUCdD 2022-03-14 15:07:45 @AiSimonThompson @khademinori @Plinz if that's all they were used for, and all that was claimed for them, i woukd have zero objection 2022-03-14 15:06:00 RT @Abel_TorresM: This is a perfect distillation of the prevalent mindset in ML/AI. Unfortunately, it sidelines the essence of intelligence… 2022-03-14 14:35:00 actually, that was the entire point of my essay, @plinz: that there is no binary choice between deep learning and symbolic approaches, and that we must join forces. https://t.co/bGXsyAUuUE https://t.co/DiMFADDjqP 2022-03-14 13:45:03 @AndrewLampinen @sd_marlow how can you say the architecture doesn’t matter if you need a scratchpad, which is basically a place to store and retrieve the value of a variable? 2022-03-14 13:43:42 @ChrSzegedy @TheSaddlePoint @GuillaumeLample @f_charton what is your definition of intelligence? there is certainly a role for deep learning but I am surprised by your phrasing. 2022-03-14 02:42:17 RT @GaryMarcus: @irinarish @gollum77 @Montreal_AI @markcannon5 @ceobillionaire @francoisfleuret @Plinz @Mila_Quebec and it’s exactly the po… 2022-03-14 02:41:00 @irinarish @gollum77 @Montreal_AI @markcannon5 @ceobillionaire @francoisfleuret @Plinz @Mila_Quebec and it’s exactly the point that I closed my @NautilusMag and #AIdebate2 with… https://t.co/iXKMxYlC39 2022-03-13 23:44:30 @Miles_Brundage @NautilusMag have you folks at OpenAI tried SCROLLS yet? https://t.co/Gd4kpowiV1 @Uri_Shaham @maorivg @JonathanBerant I haven’t studied it carefully yet but I think it comes closer to what we need. Most existing benchmarks are superficial and too easily gamed. 2022-03-13 23:39:17 @Miles_Brundage @NautilusMag blunt question: do you think we are scaling on actual comprehension, or just on benchmarks? 2022-03-13 23:37:43 @rasbt @irinarish @NautilusMag I would say no towards AGI, and yes it depends on what you care about. 2022-03-13 23:37:13 @Miles_Brundage @NautilusMag which is why the field hasn’t engaged in the reality check that i think is needed. 2022-03-13 23:35:16 @Miles_Brundage @NautilusMag this is mostly about power consumption, which while relevant, is not the issue I was raising, which is about saturation on accuracy/reliability 2022-03-13 23:34:39 @Miles_Brundage @NautilusMag yes, but mostly not in the context of the critical question of whether scaling on the things we can measure actually get us where we want to be. I pulled together quotes etc from places that discuss briefly in passing, haven’t seen any effort to wrestle with the implications. 2022-03-13 23:31:58 @Miles_Brundage @NautilusMag I think this is actually the crux discussions about what might happen if they run out are thin on the ground. 2022-03-13 23:19:47 @Miles_Brundage @NautilusMag As I said earlier elsewhere, I gave some arguments, both theoretical and empirical, against the scaling “law” hype that I haven’t seen before, and nobody is engaging them (nor wrt putative novelty pointed to other literature that has made similar arguments or refuted them). 2022-03-13 21:09:30 @mpshanahan it’s a very cool animation 2022-03-13 20:55:36 Flashback to 2018: anyone remember Deep Learning: A Critical Appraisal? @Ylecun said it was mostly wrong Which of the 10 concerns raised there have stood the test of time? https://t.co/oQIIxJKa16 2022-03-13 20:45:30 @irinarish the one thing we can agree on 100%: the need for a twitter edit button :) 2022-03-13 20:11:56 @mpshanahan changed allegiances to the great god of scaling, have we? 2022-03-13 20:11:19 RT @DrJasBerry: That aside, the history of why the modern AI community is in disparate camps was elegantly broken down. My fave line and f… 2022-03-13 20:10:42 RT @DrJasBerry: Finally had a chance to read this today, after seeing all the commotion it caused last week. From the comments alone, you c… 2022-03-13 19:28:38 To assert “scaling is the [sole] answer” without evidence is to ignore a large swathe of evolution. There is an immense work on other mechanisms, such as duplication and divergence, that have been critical. (*Sometimes* D& @GeschwindLab @WiringTheBrain https://t.co/HS9YZnYUzR 2022-03-13 19:20:42 @ceobillionaire @irinarish @francoisfleuret @Plinz the digital computer 2022-03-13 19:19:48 Sorry, but (a) you can’t assume that all evolution is a function of scaling and (b) if evolution developed critical things that current models lack, we are still at a wall as a field that we need to overcome. To pretend otherwise is to become the coyote over the cliff. https://t.co/Q5aRjxcgVv 2022-03-13 19:15:48 @tamaybes @NautilusMag “it is important to emphasize that the construction of LC is entirely dependent on the pre-existing symbolic processors developed over the last 50 years by experts in symbolic mathematics.” see: https://t.co/dRe1ZN5ptY by @ErnestSDavis 2022-03-13 19:07:04 RT @NaveenGRao: @GaryMarcus @NautilusMag Hey I’m in the DL community and I embraced your arguments 2022-03-13 19:06:35 Long ago I just differ from you about the answers. https://t.co/dLMrjQVPMc 2022-03-13 19:03:26 @francoisfleuret @ceobillionaire @irinarish @Plinz I stand by the title, for reasons explained in the article. On a different day, even LeCun realizes it 2022-03-13 18:59:40 @DrMJoyner @NautilusMag 2022-03-13 18:50:21 % of the pushback from the deep learning community on my recent @nautilusmag article that has been about the title: 100 % of the pushback that has addressed the substantive arguments: 0 https://t.co/mIlPKVRyib 2022-03-13 18:36:18 2. Scaling has issues Elsewhere, @ylecun seems quite aware of current challenges 2/3 2022-03-13 18:36:17 Let’s get realistic: 1. Field of AI safety and alignment is rapidly expanding precisely because large language models are toxic, biased, unreliable, & @weidingerlaura’s great recent review @deepmind outlines 21 problems, but nobody has clear solutions 1/3 https://t.co/q4gA4bMRVK 2022-03-13 18:23:25 @NaveenGRao #neurosymbolic FTW 2022-03-13 18:19:17 @Bill_Gardner @peteratmsr 2022-03-13 18:15:04 @Bill_Gardner i didn’t mean that a single error would constitute reason for rejecting, but rather that the current results as a whole are not good enough to use on their own hence the refs 2022-03-13 18:11:53 @irinarish @Plinz but then again it’s not clear that either of you actually read beyond the title, because you in no case have addressed the actual arguments in the article 2022-03-13 17:50:03 @irinarish @NautilusMag and i am sure you carefully reviewed the argument and evidence in the essay and didn’t just respond to the title. 2022-03-13 17:24:06 RT @Montreal_AI: AI DEBATE 2 "It takes a village to raise an AI that’s ethical, robust, and trustworthy" - @GaryMarcus Official Video: ht… 2022-03-13 16:40:46 @danbri @kenneth0stanley @gamlambard hmm. genetic evolution is the *only* technique (in its real world version) that has thus far created a reasonably general (though still flawed) intelligence. i wouldn’t be so quick to knock it. 2022-03-13 16:38:32 @Sriraam_UTD @HappyAar @barneyp @davpoole also very good! tagging @AlanMackworth 2022-03-13 15:53:23 @danbri @gamlambard @kenneth0stanley “I still haven’t found what I am looking for” - Bono 2022-03-13 15:21:12 @BrainSpectrum @mnitabach someone died in a tesla-related accident recently 2022-03-13 15:19:55 @Simeon_Cps @drjwrae @NautilusMag not adequately, but see https://t.co/cqM0xXjppy 2022-03-13 15:18:37 @barneyp @akatzzzzz @ChrSzegedy @GuillaumeLample @f_charton @ErnestSDavis also relevant, but I meant this one: https://t.co/AaluBpBgbc 2022-03-13 15:00:42 Indeed! Informing the large public about the limitations of current tools for AI was one of the major goals of my last book (Rebooting,AI, with @ErnestSDavis ) andof @MelMitchell1’s last book, as well. https://t.co/Ceo365XubW 2022-03-13 14:58:00 Sorry - did I miss someone else’s critical analysis of the popular but problematic idea scaling “laws” as a solution to AI? Where did it appear? Would love a reference. https://t.co/97RazCRpmG 2022-03-13 14:49:37 One reason why most language benchmarks aren’t that useful is that they rarely look at comprehension across anything like an actual discourse, as argued in https://t.co/C6XodPts1W Great thread summarizing a recent effort to do better by @Uri_Shaham: https://t.co/o0AQULA6wr https://t.co/ZRILC8sKuv 2022-03-13 14:42:42 @tdietterich @ylecun @Twitter Don’t think anyone else summed up challenges to the scaling law hypothesis before (certainly I hadn’t), so maybe you only skimmed. Anyhoo, I didn’t say I touched *your* nerves :) 2022-03-13 14:29:20 I appear to have touched a nerve. @ylecun I no longer actively use Facebook, but if you’d like to post a substantive critique of my recent essay here on @Twitter, going beyond the title, I’m all ears. Am sure many others would like to hear from you, as well. https://t.co/hIPjFmyGye 2022-03-13 14:08:09 @tdietterich @AndrewLampinen language is way harder than additition 2022-03-13 13:34:01 RT @reftpt: Terrific deep-dive into the current limits of AI, and how they might be improved. Also some fascinating history of AI and how i… 2022-03-13 13:27:43 @drjwrae @NautilusMag see same book for critique of symbolic approaches btw 2022-03-13 13:27:12 @drjwrae @NautilusMag no 2022-03-13 13:24:35 @danbri @gamlambard genetic algorithms themselves are always implemented as@oped tons over variables but most of them don’t build phenotypes that operate over variables. best work here is by @kenneth0stanley who might comment… 2022-03-13 13:22:29 RT @Abel_TorresM: @AndrewLampinen @GaryMarcus @yudapearl @rosemary_ke @DaniloJRezende Performance of any current ‘superhuman’ system drops… 2022-03-13 13:22:08 @Abel_TorresM @AndrewLampinen @yudapearl @rosemary_ke @DaniloJRezende @Abel_TorresM’s point isn’t that people aren’t interested but rather that they are using the wrong tools for the job. he’s right. 2022-03-13 13:17:49 @lisavation @Bill_Gardner thank you for that link! 2022-03-13 13:17:19 @Bill_Gardner yes of course they do 2022-03-13 13:09:02 @akatzzzzz @ChrSzegedy @GuillaumeLample @f_charton Very interesting work but I would love to hear the authors respond to @ErnestSDavis’s reply to their work that appeared in Arxiv. 2022-03-13 13:06:07 RT @statnews: STAT and @MIT traced the performance of algorithms past their peak performance and into the years that they must prove their… 2022-03-13 06:04:10 @sandyasm @iamtrask so close to what i said in The Algebraic Mind, where in 2001 i called for - variable binding - hierachical representation - representation of specific instances distinct from kinds all in integration with neural networks 2022-03-13 06:02:30 @iamtrask exactly - which is to say when it fully embraces symbol-manipulation, pretty much along the lines of what I laid out in The Algebraic Mind 2022-03-13 06:01:08 RT @sapinker: Deep Learning Is Hitting a Wall, writes @GaryMarcus 2022-03-13 05:52:29 @DanielPeterson If I found an AI that smart, I’d have to retire. 2022-03-13 02:15:13 @jakubzavrel @Grady_Booch and it wasn’t what he said 2022-03-13 02:14:58 @jakubzavrel @Grady_Booch i wouldn’t endorse that one 2022-03-13 02:08:36 @rodriguezzz78 @Plinz you would trust it to write an app? suggest you first read Stassa’s and my commentaries, on Scott Aaronson’s blog. 2022-03-13 02:06:48 @Zergylord @tdietterich @Jonatha46333329 @j_br__ @hxt55 come on. i predicted 21 years ago that mutlilayer nets would have trouble freely generalizing universally quantified one one one mappings this is a distribution shift problem, same as it was in 2001. 2022-03-13 00:29:23 @gamlambard https://t.co/ze8DtZuHwR 2022-03-12 23:21:39 @Grady_Booch it will appear in a future essay… :) 2022-03-12 22:13:58 @Pittampalli old story: A: What do you think Ty Cobb would bat today? B: Maybe .350 A: That low? B: Well, you have take into account he’s 70 years old. 2022-03-12 22:06:19 I will always stand in awe of Noam Chomsky. I just sent him my recent essay 2022-03-12 20:46:31 @Plinz https://t.co/fPa7Hi1PWj 2022-03-12 20:40:44 @neuralreckoning @NatureComms @NicolasPerezNi1 @worldwideneuro and see https://t.co/lnr3lD7E1z 2022-03-12 20:34:18 @an1lam @krishnanrohit thanks for tagging me, since @plinz didn’t. I just subtweeted his with my own thoughts: https://t.co/fPa7Hi1PWj 2022-03-12 20:32:06 Hilarious cartoon that captures more than it intends to, missing the fact that deep learning, with its toxic language, bias, unreliability, and tendency towards fabricating misinformation, runs roughshod over human values. Thanks @plinz for capturing the situation so well! https://t.co/0vacmvCqk0 2022-03-12 20:14:31 @emilymbender @yudapearl @luislamb mayeb you meant AGI here? as i am sure you would agree, we many tools for human use wouod he best served with proper semantic representation 2022-03-12 20:12:11 @an1lam @krishnanrohit and yet it can't learn addition 2022-03-12 18:53:44 @BierVicki ! 2022-03-12 18:35:57 this thread is pretty much as much fun as I was hoping it would be. but @ChombaBupe’s dissection of an LLM that does 5 digit arithmetic is . bring and watch for symbols hiding behind the curtain. https://t.co/m79KtxrMWV 2022-03-12 18:27:11 @ChombaBupe @mkualquiera @anmarmil @statsepi 2022-03-12 18:26:04 @ElijahYilma @yudapearl @luislamb @emilymbender both. see inter alia my next decade in AI on arxiv 2022-03-12 17:51:51 RT @m_mezini: It is so obvious to me that it has to be neuro-symbolic that I don‘t get it, how it is possible that people don‘t get it. But… 2022-03-12 17:51:12 RT @ChombaBupe: @mkualquiera @anmarmil @GaryMarcus @statsepi The point is to show that ML models despite being trained on millions of arith… 2022-03-12 17:43:51 @AndrewLampinen @glupyan sure. the model here is @stephen_wolfram’s Mathematica, which exceeds the best symbolic performance of nearly all humans, using (mostly) symbolic techniques without human limits of memory and computation. Imagine Mathematica *entirely* with end-to-end deep learning. 2022-03-12 17:41:17 The difference between strong AI & It is why @yudapearl & 2022-03-12 17:32:16 @AndrewLampinen exactly. but the distribution between strong intelligence and current ML is the difference between constructing a causal interpretation the world and merely copying it. which is what @yudapearl and I keep coming back to. 2022-03-12 17:30:09 @AndrewLampinen true but weak, IMHO. the point is that the system NEVER derives the rule, which would empower it to overcome a small bit of noise. 2022-03-12 17:22:30 @AndrewLampinen sure 2022-03-12 17:10:54 RT @GaryMarcus: @glupyan @tdietterich @Jonatha46333329 @j_br__ @hxt55 True! People are lousy at arithmetic & But that doesn’t… 2022-03-12 17:06:48 RT @titudeadjust: @GaryMarcus It's almost like the network has no concept of addition, or numbers, so it can't learn. Maybe if it was built… 2022-03-12 17:06:17 @BjarturTomas check my 2012 New Yorker challenging deep learning, and long interview at @edge in 2016 2022-03-12 17:04:58 @lcastricato ps this whole thread is your fault :) 2022-03-12 17:02:37 @lcastricato well, at least it got some of your geese. it didn’t get *any* of mine :( 2022-03-12 17:00:52 @AndrewLampinen sure, but in this case the model presumably is being trained on the full data set, and at 100 billion parameters ought to have adequate resources. your argument is correct in the general, but not relevant in the specific case 2022-03-12 16:59:58 @AndrewLampinen per my tweet that you screenshotted above. are you trying to make a case that GPT is like a person? or that it is a good basis for AI? a good basis for AI shouldn’t be some random person’s atrophied math skills. 2022-03-12 16:57:35 @AndrewLampinen @glupyan Agree to som extent, but it’s important to look at expert performance to the extent that people make silly arguments claiming brains can’t (even in the limit) manipulate symbols, when in reality at least some brains clearly can do so routinely (eg in computer programming). 2022-03-12 16:52:16 @krishnanrohit and of how much deep learning still relies on pure texture. @anh_ng8 2022-03-12 16:51:46 it goes both ways. I spoke at NIPS c 2015 (before renamed) in a packed-room panel with Yann LeCun c 2015 & One thing not to like it, another to be working in AI and ignorant of its existence https://t.co/YntXSOy85t 2022-03-12 16:48:04 @krishnanrohit i tried 2022-03-12 16:45:20 Really, @Apple? https://t.co/d54skplfQC 2022-03-12 16:42:07 @adriancjr oh yes, he had a plan. it didn’t work. NOW he has no plan. 2022-03-12 16:41:00 @barneyp @hangingnoodles no, that was my line, retweeting your tweet 2022-03-12 16:40:39 three of my actual geese photos, all missed in Apple Photos Search. cc @lcastricato https://t.co/o3OZnJOwwd 2022-03-12 16:40:34 hereby retracting the vaguely positive things I recently said about Apple Photos #ML search, after typing in “goose” and retrieving not one of my actual goose photos (see next tweet for examples of those that were missed): https://t.co/vrRjYeXU2J 2022-03-12 16:22:05 @adriancjr and he would probably want to rethink his entire strategy of becoming international pariah, cut off from banks and trade, and look to cut a deal. 2022-03-12 16:20:47 @adriancjr for one he wouldn’t be making it so big tech never works there again 2022-03-12 16:20:01 @HappyAar @barneyp russell and norvig 2022-03-12 15:54:24 @scagliarini @barneyp hype has made it worse 2022-03-12 15:52:45 Pretty bit of neuroscience, elegantly explained in this thread: https://t.co/hOmxdANNzA 2022-03-12 15:45:24 Not just ironic, but actually tragic. Trenchant mini-thread by AI games pioneer/entrepreneur/investor @barneyp https://t.co/MK175iN3XH 2022-03-12 15:37:34 @tdverstynen i dearly hope we are both wrong. 2022-03-12 15:30:17 Does this guy have any long term plan whatsoever? https://t.co/jS28oKlMC5 2022-03-12 15:17:30 RT @pomeranian99: Here's @GaryMarcus' latest assessment of the problems facing deep learning -- and an argument for a neurosymbolic approac… 2022-03-12 15:11:53 @glupyan @tdietterich @Jonatha46333329 @j_br__ @hxt55 True! People are lousy at arithmetic & But that doesn’t mean we should use GPT for our AI (which ought exceed humans in reliability, just as calculators do) Nor that people & 2022-03-12 15:03:37 @glupyan @tdietterich @Jonatha46333329 @j_br__ @hxt55 larger answer to come, but I think there are task demands and funny pragmatics in these kinds of tasks, and certainly experts would be at ceiling. 2022-03-12 15:01:32 @Zergylord @tdietterich @Jonatha46333329 @j_br__ @hxt55 @AnthropicAI @yasaman_razeghi @sameer_ which is why eg carefully controlled arithmetic work of @yasaman_razeghi and @sameer_ is so important. Without #eleuther we wouldn’t be able to address the training=> @BlancheMinerva @yoavgo 2022-03-12 14:57:24 @Zergylord @tdietterich @Jonatha46333329 @j_br__ @hxt55 @AnthropicAI @yasaman_razeghi @sameer_ Fab question. My guess: GPT3 produces flawless prose not by deriving rules, but via pastiche (enhanced by synonymy via embeddings) over huge windows. Because we can’t force them to produce particular outputs, we can’t assess troubles they would have w low-frequency words. 2022-03-12 14:47:20 @IntuitMachine no doubt 2022-03-12 14:45:39 and see the @emilymbender thread that my @NautilusMag article links to, with her quote on the oxygen being sucked from the room. 2022-03-12 14:43:37 Fun to contemplate how much has—and has not changed. Link below is from 2018 2022-03-12 14:16:26 RT @Adhiguna_AIaaS: @punkstrategy @Plinz @GaryMarcus I build deep learning-based production-grade applications for a living, while I agree… 2022-03-12 14:15:15 bingo https://t.co/VH234z0HMV 2022-03-12 08:11:00 CAFIAC FIX 2022-01-20 04:46:43 no words. https://t.co/qWbAZMpEUK 2022-01-20 04:35:58 @sanjanasinghx Ha ha. So far, as far I can tell, Optimus is someone dancing around in a costume. 2022-01-20 04:30:45 @sandyasm get well soon! 2022-01-19 15:55:38 Even so, @vkhosla, please don't take your hands off the wheel or your eyes off the road. https://t.co/Fb9IfU0irw 2022-01-19 15:07:15 an unequaled track record of broken promises? https://t.co/g5S1QEUl8l 2022-01-19 14:57:34 RT @MaxALittle: "Edge case #73461895". @GaryMarcus @filippie509 2022-01-19 14:57:07 @chaloelikesthis @itsdrenthe Tesla is long on hype and short on taking responsibility. 2022-01-19 01:27:22 RT @scienceisstrat1: 11 billion vaccine doses have been delivered around the world, an incredible accomplishment for humanity @sapinker @… 2022-01-18 23:11:13 @lizadixon so sorry to hear it, Liza. 2022-01-18 14:55:54 RT @bhagirathl: Getting ready for the IBM workshop on NEUROSYMBOLIC AI on Jan 18-19. It includes talks about IBM’s work in this area, and… 2022-01-17 08:11:00 CAFIAC FIX 2022-01-11 08:11:00 CAFIAC FIX 2022-01-04 05:08:33 @sanjanasinghx It is rough going, but AI researchers would do well to read it. 2022-01-04 00:15:58 no photoshop. Vancouver, straight out of camera. https://t.co/kmD23CYx1r 2022-01-03 20:56:22 RT @betenoire1: Already I feel that 2022 is going to be a much better year. 2022-01-03 15:37:16 and what, pray tell, are the other 38% thinking? https://t.co/qgbhgnhMjq 2022-01-03 15:33:06 RT @tribelaw: I can’t either. Can you? 2022-01-02 23:33:44 RT @tired_elle: A reminder, a mild case of Omicron may not be mild in the people you spread it to. 2022-01-02 02:41:15 RT @_marameo_: @IgnazioRocco @darpax @GaryMarcus "it is unwise to assume that these techniques will suffice [...] [F]ocusing on the surmoun… 2022-01-01 22:34:24 There is a tremendous difference between "less severe" and "less likely" to be severe. This is a terrific thread by @math_rachel. @nxthompson please consider this for The Atlantic https://t.co/CIbNIZsXKz 2022-01-01 16:45:57 Happy New Year! I Vancouver https://t.co/nVWJWSiBdf 2021-12-31 17:29:25 RT @david_j_linden: Looking for a light, cheery read to start your New Year off right? Well, look no further than my new essay in #TheAtla… 2021-12-30 20:03:49 RT @democracynow: Noam Chomsky on Rising Fascism in U.S., Class Warfare & 2021-12-30 13:26:05 @maxcoltheart @bobehayes @amazon if those are our choices, we are < 2021-12-30 12:37:32 RT @bobehayes: .@Amazon's Alexa assistant told a child to do a potentially lethal challenge "We are going to need some fundamental advanc… 2021-12-29 22:08:37 Game on! https://t.co/wlCXGrASG6 2021-12-29 16:40:49 @neilturkewitz exactly what we said in Rebooting AI 2021-12-29 15:14:30 "No current AI is remotely close to understanding the everyday physical or psychological world,” Marcus told ⁦@CNBC⁩ “What we have now is an approximation to intelligence, not the real thing, and as such it will never really be trustworthy." https://t.co/OltDWhhVQz 2021-12-29 15:11:55 RT @JohnHMorris: @GaryMarcus @Alexa @AllysonEttinger Phrase of the day: "clueless statistical approximators". 2021-12-29 12:57:46 yep this @alexa fiasco is a reminder that these systems are long way from understanding basic linguistic like negation—a “known issue” that becomes more and more urgent as we accord more power to clueless statistical approximators. cc @AllysonEttinger https://t.co/Zklj3qaY2G 2021-12-29 02:36:54 RT @EricTopol: I wrote about the very bad day at @CDCgov and hope/need for a rapid turnaround https://t.co/NluMfayPTb @SubstackInc 2021-12-28 23:30:31 FFS! "Alexa tells 10-year-old girl to touch live plug with penny" #commonsense is still seriously lacking in AI in 2021 https://t.co/NO3PyrVvPr 2021-12-28 15:55:44 RT @jasonintrator: @GaryMarcus Yes, exactly Gary! A moral of our forthcoming book. This, exactly. 2021-12-28 14:11:27 @jasonintrator it’s important goes well beyond philosophy 2021-12-28 00:42:27 @vurnt22 @Shaolinfilms happy anniversary! 2021-12-27 23:57:23 RT @MelMitchell1: A striking (if rare) statement of modesty from the brilliant E. O. Wilson: "Knowing where my capabilities lay, I chose… 2021-12-27 20:17:49 RT @paulbloomatyale: A vivid and engaging discussion of the curious emotion of disgust--with a lot of focus on the life and work of Paul Ro… 2021-12-27 08:20:00 CAFIAC FIX 2021-12-20 22:38:19 RT @Kobotic: Who decides who decides? It is the core question of any game/diplomatic enterprise/international law. #AI is fundamentally abo… 2021-12-20 18:49:37 @IntuitMachine @TonyZador @ylecun as noted elsewhere in thread, all known systems have symbols, but not all leverage operations over variables. the failure of transformers to eg generalize math far beyond a space of training examples is instructive. 2021-12-20 17:51:02 @StevenQuartz @KennethHayworth @TonyZador @WiringTheBrain @ylecun some of both. https://t.co/t9ZiiKcOjb 2021-12-20 17:49:19 @WiringTheBrain @TonyZador @ylecun only some. which part of why i have for so long been a firm believer in hybrid architectures. it’s all about having the right tools for many different jobs 2021-12-20 17:29:03 @KennethHayworth @TonyZador @WiringTheBrain @ylecun that would take us a long way. you need some structure data structures too. and probably some representations of space, time. causality, and object 2021-12-20 17:24:57 @KennethHayworth @TonyZador @WiringTheBrain @ylecun and quite possible even for bee-level intelligence. 2021-12-20 17:24:19 RT @KennethHayworth: @GaryMarcus @TonyZador @WiringTheBrain @ylecun Very interested in this discussion. The Algebraic Mind, Unified Theorie… 2021-12-20 17:09:23 @StevenQuartz @WiringTheBrain @TonyZador @ylecun glad someone around here remembers the history :) 2021-12-20 16:52:01 @TonyZador @WiringTheBrain @ylecun yes it’s 100% about having the right architecture 20 years and billions of $ of R& 2021-12-20 16:45:57 @WiringTheBrain @TonyZador @ylecun Think about what you do with algebraic equation or function in a programming language. You have a set of steps that apply to instances of variables You can apply that operation to any instance, regardless of similarity. 2021-12-20 16:32:45 @TonyZador @WiringTheBrain @ylecun i don’t say it’s impossible in principle, and if you think i said that you didn’t read Chapters 2, 3, or the conclusions carefully 2021-12-20 16:31:26 @TonyZador @ylecun 1. I don’t think it is inpossible 2. please read the chapter on Variables in The Algebraic Mind, and the notion of training independence, which has correctly anticipated much of what has happened for last two decades. 2021-12-20 16:29:17 @andregraubner @ylecun @Montreal_AI @WorldSummitAI @AvilaGarcez and @luislamb’s work and refs in recent review 2021-12-20 16:26:09 @WiringTheBrain @TonyZador @ylecun *every* system I know has symbols, which are just bits/nodes that represent equivalence classes. real distinction is about representing & The Algebraic Mind elaborates. 2021-12-20 16:08:10 Fun, still evolving thread on symbols, neural networks, and animal cognition w @ylecun. @ylecun please join us to discuss further, at #AIDebate3 in Montreal, May 4, w @Montreal_AI and @WorldSummitAI https://t.co/JGcvfvH8E9 2021-12-20 16:04:59 @TonyZador @ylecun current ANNs have little to do w brains. brains are vastly more structured & in the limit (eg mathematics, programming, & only serious question is about their scope 2021-12-20 15:53:24 @ylecun @JoinAndrewNow my view on this is spelled out at great length in The Algebraic Mind, differentiating discussion of symbols per se (which are ubiquitous even in deep learning) from key related concepts: operations over variables, structured representations, and type/token distinctions. 2021-12-20 15:51:09 @ylecun I wrote an entire book on this, in 2001 (The Algebraic Mind) Trainable deep networks accumulate statistics between features 2021-12-20 15:02:08 Good and evil: ethics and fairness in AI, who makes the rules? @AnjaKasp of @carnegiecouncil asks tough questions @CERN: https://t.co/KgQ0ZCDiaP 2021-12-20 12:58:31 RT @mireillemoret: I like this: ‘wean ourselves’ from reliance on scaling (time to grow up indeed) 2021-12-20 01:50:59 RT @GaryMarcus: @ylecun why assume that dogs can't manipulate symbols? 2021-12-20 01:46:04 @ylecun why assume that dogs can't manipulate symbols? 2021-12-20 01:19:04 @michael_byers true to her unscientific form. 2021-12-19 21:12:05 @tdietterich A prediction I have heard every year for the last 20 years. I predict I will hear the prediction again, in 5 years. 2021-12-19 21:06:19 It's not all about the data. Agreed that "the representations learned by current LLMs are…inadequate for…deeper understanding"—but the deeper problem, per The Algebraic Mind, remains lack of adequate substrate for structured representations, individuals & 2021-12-19 20:42:29 RT @tdietterich: @GaryMarcus But we shouldn’t expect that additional scaling of current models will lead to some magic threshold of underst… 2021-12-19 18:40:29 yes. but a third question is even more important: how can we wean ourselves from reliance on scaling and towards deeper representational systems, allowing us to better reason about and leverage existing knowledge? https://t.co/ukzABGX3sS 2021-12-19 01:02:03 RT @evgenymorozov: Impressive typology of "discourses of climate delay" https://t.co/IXU0CAjlgm 2021-12-19 00:37:31 hmm i think this bot completely missed my point https://t.co/jXplFOLGLB 2021-12-18 22:17:02 the key finding in AI 2021: "increasing…scale continues to boost performance [in areas] like reading comprehension, fact-checking, ID of toxic language… [in others] scale does not significantly improve results— [e.g.] logical reasoning & https://t.co/hSkhZxrnZt 2021-12-18 01:28:35 RT @MelMitchell1: @TimKietzmann Question: Who ever said vision is solved? Well....from Chapter 1 of "The Deep Learning Revolution" by Ter… 2021-12-17 17:48:21 RT @MaxALittle: Evidence for the claim: "deep learning (AI) has solved vision" is based heavily in ImageNet/CIFAR classification accuracy.… 2021-12-16 16:31:47 AI Debate 3, postponed til May: https://t.co/B4zV03IS4K 2021-12-16 02:02:49 RT @Sam_L_Shead: Reinforcement learning has been touted by some at DeepMind as the AI technique that will ultimately lead to AGI. But RL ag… 2021-12-16 01:23:59 RT @paulmurphy_TD: Primary schools should close on Friday - three days early. Given the very worrying data about transmissibility of Omicro… 2021-12-15 13:53:35 @CantlonLab @timnitGebru @mer__edith I am sorry but now I feel like you are misrepresenting me. A better AI is about both the technical side of things (language, intelligence, and innateness) and the ethical side of things. 2021-12-15 13:27:22 @CantlonLab @timnitGebru @mer__edith he’s not there to talk about ethics 2021-12-15 01:42:39 @timnitGebru @mer__edith I can confirm that he was my advisor. I would not have worked with him nor maintained a relationship with him if he were the man he is portrayed to be. He is not. 2021-12-15 00:00:17 @yudapearl @AlisonGopnik please add a link and enjoy my example above :) 2021-12-14 22:54:46 My 7 yr-old daughter continues to utterly outpace AI Last night, I explained a bug I encountered while coding. Before I could finish, she interrupted, & Causal reasoning about novel ideas @yudapearl 2021-12-14 21:34:34 @pmddomingos the problems lie in the approximation, not in being a function. 2021-12-14 20:50:54 AI is here to stay. How can we make it a force for good? 12/23 @ 4pm ET @erikbryn, @YejinChoinka, @AvilaGarcez, @dileeplearning, @AnjaKasp, @zakkohane, @kaifulee, @sapinker, @rajiinio, @mer__edith, M Cummings, C Scharf, @Montreal_AI and I discuss. https://t.co/Q9NsPRxZk4 https://t.co/EzOwVtpc54 2021-12-14 16:49:29 RT @sapinker: Agree with @garymarcus that structured representations (aka ideas) will be necessary for AI that is truly I. 2021-12-14 14:32:58 @PMinervini @egrefen thanks for the tip! and cool competition! 2021-12-14 14:31:11 Wow - symbolic systems, much maligned in recent years, crushed deep learning by a 3:1 margin #nethackchallenge21 reminds us that the quest for AGI ain’t over yet, and that there is more than one pony still in the race. my bet: hybrid models will pull ahead next year. https://t.co/i7m9aM7moQ 2021-12-13 23:17:13 @hb_cell @demishassabis @elonmusk the paper is perfectly fine, it is the headline that’s ridiculous. 2021-12-13 20:45:26 “DeepMind debuts massive language A.I. that approaches human-level reading comprehension” When will headline editors ever learn that scoring well on a benchmark does not true natural understanding make? https://t.co/Ullf0XPL64 2021-12-12 20:36:21 RT @mer__edith: Dec 23rd, for those of you needing something to do while the family does their holiday thing, this will be quite a debate!… 2021-12-11 16:18:46 RT @bobehayes: THIS! > With @erikbr… 2021-12-11 11:53:56 RT @mark_riedl: Am I understanding this right? https://t.co/pCsqGuQC47 2021-12-11 05:33:21 RT @_MichaelZink: This conversation between @AnjaKasp and @GaryMarcus about the current state of #AI, #DeepLearning, and #Ethics was simply… 2021-12-10 22:20:07 RT @MaxALittle: How is this even legal? 2021-12-10 02:29:05 RT @pmddomingos: @GaryMarcus Also, from the coverage you’d think this was the first-ever application of ML to mathematics, as opposed to so… 2021-12-10 01:16:00 RT @NetHack_LE: Today is the day! Will deep reinforcement learning or symbolic bots win the @NeurIPSConf 2021 NetHack Challenge? We can't w… 2021-12-09 17:51:40 RT @stephenjritter: We need more skeptics especially when #AI is trending as it is right now. Over-hyping has lead to multiple AI Winters.… 2021-12-09 17:11:01 RT @desai_pratik: Short, yet dense intellectual biography of the legendary Philosopher-Linguist Noam Chomsky. I felt like getting reintrodu… 2021-12-09 17:09:59 RT @gewaltig: I had exactly the same reaction when I saw the paper. But with all the hype and excitement around me, I thought that maybe I… 2021-12-09 05:26:01 “the significance and novelty of this application of [deep learning] to mathematics is significantly overstated in the paper under review and has been wildly overstated in some of the accounts in the popular science press.” - critique by Ernie Davis https://t.co/DeV2Ff5DV1 2021-12-08 05:02:26 RT @sapinker: Happy 93rd, Noam! 2021-12-08 03:17:49 @AlisonWants @kostea12 PhD in IX, with Pinker 2021-12-08 00:52:50 RT @limufar: I just finished my thesis proposal on how large language models can be *Leaky*, *Sneaky* and *Creepy*, and I'm now a PhD Candi… 2021-12-08 00:49:22 @AlisonWants @kostea12 i know, i wrote it. the posted date is wrong though, it was actually december 7 of 2012. 2021-12-07 21:06:22 RT @rao2z: While folks like Pearl bemoan that #AI has fallen down the "causality ladder," that ain't the only ladder it did fall. There is… 2021-12-07 21:03:53 RT @Lifrordi: Introducing Player of Games - general and sound search algorithm that combines game theoretic reasoning and reinforcement lea… 2021-12-07 20:52:08 RT @Montreal_AI: AI DEBATE 3: "The Legendary Debate" 11 , 2 5 1 Attendees! 16 Days until #AIDebate3 !!! RSVP Info: https://t.co/HBYUhjPV… 2021-12-07 15:16:27 Happy Birthday, Noam Chomsky! https://t.co/JN3eloZ0qj 2021-12-07 02:35:48 @zakkohane @Grady_Booch @DrMJoyner low bar that we still can't exceed :( 2021-12-06 21:42:33 RT @DrMJoyner: Imagine that - ⁦@GaryMarcus⁩ ⁦@zakkohane⁩ https://t.co/5ebtOIWgvb 2021-12-06 18:36:17 RT @bobehayes: THIS! > With @erikbr… 2021-12-06 04:02:52 RT @rajiinio: In our upcoming paper, we use a children's picture book to explain how bizarre it is that ML researchers claim to measure "ge… 2021-12-06 00:50:23 Astonishing that @tribelaw’s tweet here does NOT refer to the scandal discussed by @AshleyRParker immediately above it. And no less astonishing that the Individual at the center of both scandals remains a viable force in American politics. What the hell has happened to the US? https://t.co/WRQTUGYy7F 2021-12-05 17:32:24 RT @Montreal_AI: AI Debate 3, three weeks away! We can now reveal our first guests: @erikbryn, @YejinChoinka, Missy Cummings, @dileeplearn… 2021-12-05 01:04:57 RT @luislamb: Unmissable @GaryMarcus @ceobillionaire @Montreal_AI @QuebecAI 2021-12-04 18:44:36 Coming Sunday: names of some of this year's AI Debate 3 superstars! Please save the date - December 23, 4pm Eastern Time, and don't forget to RSVP: https://t.co/rfiG78OqBP 2021-12-03 18:44:29 RT @zakkohane: Lucid review of the machine-learning/data-science/governance behind the @zillow iBuying collapse which has many lessons for… 2021-12-03 18:44:08 @rajiinio please dm, thanks 2021-12-02 21:28:55 RT @EvaSmartAI: It arrived The book I was waiting for to give the final shape to my first interview. Gary, you've written a symphony of n… 2021-11-30 17:37:59 RT @sapinker: "He looks much gooder than before. His flippers were really tired and bended on the beach, but now they look perfect.” My fav… 2021-11-23 21:40:59 RT @CarissaVeliz: "Thousands of pages of internal #Amazon documents (...) show the company ran a systematic campaign of creating knockoffs… 2021-11-23 21:29:47 RT @pmddomingos: When you’re at a local optimum, the greatest barrier to advancing the state of the art is the state of the art. 2021-11-23 21:22:34 RT @sarahookr: Wow! The Hardware Lottery is the December cover of @CACMmag. This is really special, grateful this work has resonated with… 2021-11-23 21:19:23 RT @sandyasm: At KINN ws, @CIKM2021, panel discussion with @GaryMarcus, @luislamb, @partha_p_ ,@VeredShwartz moderated by Gadi Singer of #i… 2021-11-23 04:11:59 RT @norabean: Worth a view. :) really respect your dedication to educating others @GaryMarcus https://t.co/ejbLUmT9bj 2021-11-23 03:15:20 RT @mpshanahan: A very concise summary of the major pressure points / research opportunities for #AI today from @ylecun and Yoshua Bengio… 2021-11-22 23:35:42 @BlancheMinerva @ethancaballero @stanislavfort @xiang_lorraine ugh 2021-11-22 22:30:38 @stanislavfort @xiang_lorraine @BlancheMinerva seeing how OpenAI refused to give me access to GPT-3 I can't go test for myself... so I hope someone with access will investigate. 2021-11-21 15:24:32 RT @digitalhealthxx: 2021-11-20 18:04:16 RT @luislamb: @ykilcher @MLStreetTalk @GaryMarcus and @luislamb on neurosymbolic AI & 2021-11-20 01:39:45 @daanish_khazi @tarantulae @MelMitchell1 there is a huge literature on this, eg https://t.co/opVzD7FMI7 current 'neural network' models have too little to do with the brain to be particularly relevant 2021-11-19 22:18:14 @tarantulae @MelMitchell1 Kantian exegsesis aside, no system I have ever seen *learns* to represent time. it's insane not to build in some representation of time. 2021-11-19 22:16:36 @tarantulae @LittleBimble want to weigh in? I realize I am "psychologizing" Kant a bit, but surely the thrust of the Critique of Pure Reason was towards the a priori of space and time etc. 2021-11-19 22:15:27 @tdietterich @MelMitchell1 humans have priors. your argument proves too much and doesn't really make sense. molecules can (through various processes) be organized into systems that have priors. 2021-11-19 22:13:18 @tyrell_turing @MelMitchell1 @WiringTheBrain the paper by Whitelam at all is misleading in this regard, missing the richness of what real evolution can do. 2021-11-19 22:10:05 @tyrell_turing @MelMitchell1 @WiringTheBrain evolution in biology surely is an optimization process but one that optimizes over hard-won subroutines, whereas much neural net evolution starts w too little structure & 2021-11-19 22:05:43 @primrecur @MelMitchell1 why wait? it took a billion years of evolution. sure, you could build an airplane by random chance, but it's not likely in any reasonable amount of time. so you try to engineer, using your best priors of the world. 2021-11-19 19:04:25 RT @punkstrategy: This 2021-11-19 18:42:17 @WiringTheBrain @MelMitchell1 @MaharriT @seanmcarroll size isn’t everything 2021-11-19 18:41:49 @danbri @MelMitchell1 where do you think we diverge? i think language is built on that stuff, for sure 2021-11-19 18:37:21 @MelMitchell1 @WiringTheBrain @MaharriT @seanmcarroll the propensity itself however presumably is encoded in the genes. learning doesn’t come for free. and not all learning is created equally. humans can (i have argued) innately learn complex, abstract relationships between hierarchically-conceived entities. most creatures can’t 2021-11-19 18:27:04 @tyrell_turing @WiringTheBrain @MelMitchell1 come on now, all engineering involves engineers using priors to make stuff work. 2021-11-19 18:26:14 @MelMitchell1 @WiringTheBrain @seanmcarroll a modern update of The Birth of the Mind would be swell 2021-11-19 18:25:24 @WiringTheBrain @MelMitchell1 @seanmcarroll ha ha i wrote a book about that question, The Birth of the Mind 2021-11-19 18:24:35 @MelMitchell1 @seanmcarroll and then there is the Xu and Carey (1995) paper that I titled: Infant Metaphysics 2021-11-19 18:23:12 @VishalGulati_ @Tesla the less stressful thing to do is to drive, and not believe in magic 2021-11-19 17:38:06 Indeed, and I will go further, @MelMitchell1, and go full Kant, and wonder why anyone would think that machines could ever learn common sense without prior representations of time, space, causality, and enduring objects. https://t.co/zawt6QwfLu 2021-11-19 17:32:54 Yikes, @tesla: "what full self-driving" could do well was impressive, but …ultimately unnerving... I noticed I was reluctant to ever look down at the Model 3's dashboard, such as for checking our speed, because I didn't want to take my eyes off the road.” https://t.co/9BK1hXf59J 2021-11-18 21:40:25 Still more trouble in GPT-3 paradise: the "impressive zero-shot performance of large language models is mostly due to existence of dataset bias in ... benchmarks." – @xiang_lorraine et al, new Arxiv: "A Systematic Investigation of Commonsense Understanding [in LLMS]" 2021-11-17 19:09:44 RT @anshelsag: This is extremely valid. I also have a feeling that @Meta will have a hard time proving @HaptX wrong. 2021-11-17 14:58:38 “deep nets have an arbitrary relevance landscape.” superrb encapsulation! https://t.co/zqB5AgqOnS 2021-11-17 02:20:13 RT @math_rachel: The false hope of current approaches to explainable AI in health care: current explainability approaches can produce broad… 2021-11-16 23:16:31 RT @AnjaKasp: A sobering read by @mer__edith, offering her personal insights on the current state of AI research, feat. interesting observa… 2021-11-16 18:58:09 RT @lizadixon: don’t forget to test your self-driving vehicles on rogue cow scenarios https://t.co/etmBG0z4pw 2021-11-16 18:43:59 @danbri @ylecun one would hope not. but it is misleading to equate human errors on eg Muller-Lyer with mistaking a cake for a fire hydrant. 2021-11-16 15:47:21 @EvaSmartAI how about among others The Future of the Brain, edited by myself and @thefreemanlab 2021-11-16 15:19:23 @ylecun! But adversarial examples & Optical illusions show human minds expect the world to be orderly Adversarial examples show neural nets don't understand compositional structure of the physical world In open-ended tasks (eg driving) humans win. https://t.co/KYQjdI02eg 2021-11-15 21:08:16 Happy birthday deep neural nets! You are (in your celebrated rebirth) nearly 10 years old now, and still utterly fooled by images like this. Nice work from @savvyRL @scaleAI/ @allen_ai https://t.co/2nSTFP6tJ7, redoubling @anh_ng8 @jeffclune @jasonyo https://t.co/FdCiSBWOZn https://t.co/dnhqYjo5Hu 2021-11-14 15:14:06 RT @Pittampalli: Always always read @GaryMarcus. https://t.co/0TIfzb7fk2 2021-11-14 14:25:46 More trouble in GPT-3 country: Review of commonsense benchmarks finds “ that most… are problematic, with models resorting to non-robust features and appearing not to be learning and generalizing” common sense. https://t.co/Q8yIgHH247 2021-11-14 01:01:13 RT @IntelligenceTV: Supercluster of Safe Humanitarian AI "It Takes a Village to Raise an AI that’s Ethical, Robust, and Trustworthy" - @Ga… 2021-11-12 18:03:10 RT @cloudquistador: @GaryMarcus This except from the article provides an excellent example of the “pointillistic” fragility of these models… 2021-11-12 03:20:34 RT @peteskomoroch: This case study may also be a cautionary tale about chasing the wrong evaluation metric for your production ML models.… 2021-11-12 00:35:41 Want to know why it's risky to assume that your ML is going to continue work if the test regime changes from your training data? Just ask Zillow. https://t.co/EUH71gZspy 2021-11-09 21:18:50 RT @AllysonEttinger: Do pre-trained LM predictions reflect "understanding" of the meanings of input contexts? Or mostly shallower heuristic… 2021-11-08 23:14:52 RT @AvilaGarcez: IJCLR 2021 keynote by @GaryMarcus Towards a Proper Foundation for AI: https://t.co/iSlyjkyRz5 2021-11-07 03:43:07 RT @sherrying: Absolutely fantastic weekend listening with @GaryMarcus on limits of AI that helps you back out of the AI hype and reconfigu… 2021-11-06 23:20:00 CAFIAC FIX 2021-11-06 16:26:00 CAFIAC FIX 2021-11-02 04:20:00 CAFIAC FIX 2021-08-27 21:20:03 cafiac fix 2021-07-07 15:47:53 @IntuitMachine @WiringTheBrain @peremayol precisely! 2021-05-21 19:50:39 RT @lizadixon: Despite what you might hear, you—and I cannot stress this enough—are a much better driver than any driving automation system… 2021-05-19 18:24:13 Great to see BC journalists like @RenuBakshi and @PennyDaflos tell it like it is, when so many others don’t have the guts. https://t.co/SfVLd2QLtH 2021-05-19 17:18:11 RT @DFisman: This is a great thread. Aerosol is airborne. It’s not a matter of semantics. Why this has practical benefit and can help kee… 2021-05-18 21:45:09 RT @sciencegal_NZ: Katie Porter destroying the lie that the cost of drugs is because of the cost of R& 2021-05-18 20:30:28 RT @CarissaVeliz: Civilian cameras turn citizens into informers against each other. Remind you of something? There are hundreds of millions… 2021-05-18 18:21:29 RT @CarissaVeliz: As Roger McNamee @Moonalice argued in his book Zucked, “the hands-off attitude of platforms have altered the normal balan… 2021-05-18 03:21:34 RT @LabNowakowski: What an amazing landmark, definitions of cell types in the mammalian forebrain! So many great resources to dive into! 2021-05-18 03:20:03 RT @AJLUnited: Here are the "Face Queens" — @jovialjoy, @timnitGebru, and @rajiinio that @60Minutes erased during their episode on facial r… 2021-05-18 03:17:35 RT @ubcprez: Network analysis of intellectual property that paved the way for COVID-19 mRNA vaccines such as Pfizer/BioNTech and Moderna s… 2021-05-17 20:28:44 the only mystery is why it took so long https://t.co/QFRmklmudM 2021-05-17 13:23:39 RT @CarissaVeliz: Instead of taking heed of the backlash, #Facebook just went ahead with its #WhatsApp #data grab. It took the strategy of… 2021-05-15 18:11:28 RT @TonyZador: Single neuron mapping of > 2021-05-15 15:25:09 RT @berilsirmacek: In the coming days I will be sharing some past YouTube videos. That is one of my favorites on my channel. I discussed pa… 2021-05-15 00:38:24 RT @Tweetermeyer: We now know two important facts about the fatal Tesla crash in Southern California last week: 1) Autopilot was active: h… 2021-05-14 22:03:16 RT @ampanmdagaba: Remember the gender bias test that uses Hungarian? Here's a similar test if you don't know Hungarian. In Polish, "he wen… 2021-05-14 22:02:27 @Lazer OMG. @CarissaVeliz 2021-05-14 20:38:18 RT @BostonReview: #FromTheArchives: @GaryMarcus on why we've misunderstood the nature-nurture debate https://t.co/rCWgoUUVzJ 2021-05-14 18:58:51 RT @lorakolodny: “Apple’s failure to take seriously the safety of people who exist outside of the Apple ecosystem is inexcusable.” Among ot… 2021-05-14 18:58:11 RT @MaxALittle: Over 1,000,000km driving experience, $3.5 billion spent, special sensing hardware, detailed geofenced mapping, perfect driv… 2021-05-14 16:00:25 RT @missy_cummings: @MaxALittle @GaryMarcus @rodneyabrooks this explains why these things keep happening: https://t.co/y9ud8SXhTJ 2021-05-14 13:32:17 On Monday @WSJ claimed that British Columbia “Contained the Brazilian Covid-19 Variant” Reality is somewhat different: https://t.co/TW3GLVScSp 2021-05-14 12:38:16 @yudapearl congratulations @vardi!!! 2021-05-14 12:37:54 RT @yudapearl: Those who enjoyed Moshe Vardi's talk on Logic and Computation https://t.co/eX1mtRa66L would be pleased to know that he just… 2021-05-14 02:41:02 RT @frozen: The public inquiries cannot start soon enough. This is a must-read report by @ianjamesyoung70 about the failure to protect BC'… 2021-05-13 22:05:18 Apple’s AirTags Are a Gift to Stalkers https://t.co/3xFoK92stw 2021-05-12 21:48:09 @Kasparov63 count me in 2021-05-12 19:16:14 RT @SMcfarnell: An absolutely legendary lineup. Incredible how so many leading figures in AI, Neuroscience & 2021-05-12 16:26:11 OMG. And yet in some ways one of the most interesting articles I have ever read. Fighting misinformation with misinformation. https://t.co/Fy3Ck3yDlG 2021-05-12 15:39:16 a history of AI hype from @elonmusk and Andrew Ng, skillfully dissected. @filippie509 brings receipts. https://t.co/3sdabtUAag 2021-05-12 14:21:51 one thing that distinguishes biological brains from artificial networks is the high degree of precise internal structure in the former. there’s still an enormous amount that we don’t know about that internal structure, but this new paper is an important clue. https://t.co/6EnCVOdVbI 2021-05-12 13:07:16 RT @waltshaub: I don't agree with much of what Liz Cheney has said in her political career. But she is supporting the republic, and at the… 2021-05-11 23:06:19 RT @chelseycolbert: "The study found the benefits of walking & 2021-05-11 22:21:54 RT @NewYorkStateAG: #BREAKING: A judge has ruled in our favor and rejected the @NRA's attempt to claim bankruptcy and reorganize in Texas.… 2021-05-11 22:18:33 “Spin is dangerous in a public health emergency” - incisive dissection of a prematurely celebrated government leader who began to believe her own press clippings and lost her way, by @RenuBakshi https://t.co/mqYxmZ0ey4 2021-05-11 22:13:11 RT @lizadixon: Autonowashing...via data? “Data that potentially misrepresents Autopilot as safer than it is could embolden customers to… 2021-05-10 20:41:52 RT @paimadhu: We (humankind) can fly a helicopter on Mars & But we cannot get #COVID19 vaccines to all people in… 2021-05-10 18:31:21 RT @rinapy: Join us: Google Workshop: Conceptual Understanding of Deep Learning May 17. YouTube Live Panel Discussion: Is there a mathema… 2021-05-10 17:59:23 RT @frozen: WTAF? BC has not "contained" P1. In fact quite the opposite: It's now distributed far and wide throughout the province, thanks… 2021-05-10 15:38:49 RT @lizadixon: This might be one of the most important articles ever written about #autonowashing. Please read, especially if you have dou… 2021-05-09 21:40:09 RT @sgulati: #BC's minister of health @adriandix, and our @PHSAofBC steadfastly refuse to test those without symptoms, ensuring that #COVID… 2021-05-09 19:38:24 @Lazer a lot like the old levitating street performer trick! 2021-05-09 19:35:02 RT @PennyDaflos: There's a famous Hemingway quote describing going bankrupt two ways: "Gradually, then suddenly." I think that's what's bee… 2021-05-09 15:56:51 RT @wzuidema: Happy 95th birthday, David Attenborough! (Amazing to realize that Attenborough was born closer in time to Darwin's life than… 2021-05-08 16:02:34 Why can't we trust you to help us survive? Don't you want to keep the whole province alive? Covid is Airborne. Why did it take so many powerful people so long to get this? Brilliant musical takedown by the ⁦@dexamethasones⁩ #bcpoli #covid19 https://t.co/aU3Fo5QiAx 2021-05-08 02:38:43 RT @kirkmurphy: @katiederosayyj @sarahcox_bc @CDCofBC As a physician the fact @jjhorgan's govt has for months gaslighted #bcpoli with deadl… 2021-05-08 00:53:20 RT @DrEricDing: Learned something new—that you don’t have to live in an authoritarian state for your local leaders try to suppress #COVID19… 2021-05-08 00:50:15 RT @imgrund: FACT: Closing schools has a significant impact on COVID transmission. https://t.co/jQ4aJkZCwo 2021-05-08 00:48:32 RT @realreporter: #bcpoli One of the facts revealed in batch of leaked documents is that some areas of Surrey had 20% positivity. Keeping s… 2021-05-07 19:48:50 RT @binarybits: Elon Musk on the future of autonomy in June 2016. https://t.co/BjojsiLctp https://t.co/dMY7B5Oy5a 2021-05-07 15:06:46 @rao2z 2021-05-07 14:04:54 “Tesla tells regulator that full self-driving cars may not be achieved by year-end”- Reuters No shit. https://t.co/lZNaW6stsJ 2021-05-07 03:21:42 RT @DGBassani: How school reopening in a pandemic, without a plan, works... (for the virus, I mean) https://t.co/PStf08cT8k 2021-05-07 03:05:21 RT @DouthatNYT: Yes, you should read Nicholas Wade on the origins of Covid-19: https://t.co/dieHpjYMZ2 2021-05-07 01:51:24 RT @WestcoastBCLife: Well well well....It was only a matter of time....COVID-19: Leaked reports show B.C. health authorities withholding da… 2021-05-06 20:20:58 RT @hankejh: @RossSclafani now this is worth reading @GaryMarcus https://t.co/MAJm6Q6fsL 2021-05-06 03:29:24 RT @Grady_Booch: “That was unexpected.” (Said virtually no one who could see beyond the hype.) 2021-05-06 01:25:58 RT @_Will_Rice: Time bomb we’ve been expecting 2021-05-06 00:08:03 RT @JamesSurowiecki: If there were ever a time for rich countries to say, "Money is no object," it's now. The US has spent more than $5 t… 2021-05-05 21:39:21 GPT-3 and toxic language. The adventure continues. https://t.co/nhxzmwiEEM 2021-05-05 02:12:39 frightening and likely 100% correct https://t.co/QLa2qzsR12 2021-05-03 21:54:46 @KordingLab More for me! https://t.co/Y3CVVD8A3t 2021-05-03 20:46:11 @Sundae_Gurl either count me in, or explain how you got to be so funny, or better yet, both. 2021-05-03 20:12:37 fantastic workshop on neural ensembles, May 5: https://t.co/4F2m2uZjYp 2021-05-03 18:22:55 RT @frozen: BC's Provincial Heath Officer chose the Sweden path in the fall, and BC's seniors paid a terrible price. #COVIDzero was and is… 2021-05-03 18:17:34 RT @EpiEllie: Pandemics always end, even if we do nothing. That’s the nature of infectious diseases. Success is ending a pandemic early, d… 2021-05-03 13:46:01 RT @CarissaVeliz: On #Facebook. 1) Much of the Internet was ‘free’ before the ‘ad supported web’. 2) There are #ads that do not violate #p… 2021-05-03 02:24:31 RT @em_alam: CFP of our Workshop on Combination of Symbolic and Sub-symbolic methods and their Applications (CSSA) is now out! Deadline: Ju… 2021-05-03 02:22:15 RT @Explorer_Flight: This. Is. Amazing. @vermontgmg you tell a story better than anyone could. Incredible details showing intensity and pla… 2021-05-02 20:32:13 RT @JRehling: Americans spend $71 billion per year on weight loss products. …$1 billion on baldness cures. …$17 billion on cosmetic product… 2021-05-02 13:57:20 RT @lorakolodny: need a twitter specific version. https://t.co/VYXdVyFxFF 2021-05-02 13:24:45 @MadamePratolung @NewYorker it’s garbage. @ErnestSDavis and I have submitted a response. 2021-05-01 17:57:03 RT @gradientpub: We're so excited to announce that the Gradient turns 3 today! A huge thanks to all the readers, writers, and volunteers wh… 2021-04-30 15:51:47 RT @MIT_CSAIL: Happy birthday to the late Claude Shannon, whose compression equation is how you’re here right now: https://t.co/RvoiXDCMck… 2021-04-30 15:11:37 RT @charlottejee: I've found it, the perfect explanation of NFTs https://t.co/4JfZteww8P 2021-04-29 20:15:06 RT @ReicherStephen: Overall, the message couldn't be clearer: there is no tradeoff between life, liverlihood and liberty. Those who act ear… 2021-04-29 20:14:44 RT @ReicherStephen: Out today in the Lancet. A comparison of countries with eliminationist vs. containment strategies shows that those with… 2021-04-29 19:34:45 @Love2Code that's pretty good, yes. 2021-04-29 18:35:42 @Grady_Booch i used a bag of them to teach my daughter fractions. does that count? 2021-04-29 18:31:10 @SMBrocklehurst AFAIK they had not before 2021-04-29 18:01:20 @ProfData for sure, easier because of well behaved pedestrians, lack of precipitation, etc. Krafcik's recent departure was not a vote of confidence. 2021-04-29 17:08:18 “Tesla admits it may never achieve full-self-driving cars” https://t.co/ZeQGdKOPX5 2021-04-28 21:23:41 .@zeynep ⁦@TheAtlantic⁩ plz be careful 1. this event seems to contradict claims re outdoor parties not being a documented cause of covid-19 transmission. 2. variants may have elevated risk, even if risk was initially low. 3. outdoor = hard to trace https://t.co/3DaCxUmnRa 2021-04-28 20:53:53 @philipcball @chaloelikesthis @NewYorker Loved the quote about the dolphins living in "a gravity free ... vast and alien soundscape." I am with Magnasco in his skepticism about how commensurable dolphin's systems might be with people's, but it does remind me of a favorite Far Side cartoon: https://t.co/CuyI8ZNDtJ 2021-04-28 19:33:28 Cuomo needs to step down, today. https://t.co/tccBcbJh61 2021-04-28 14:01:30 @trylks @Love2Code @lizadixon @missy_cummings targets = hype, Musk, and systems that may be too superficial to reliably reach their goals 2021-04-28 13:59:33 @Love2Code @trylks @lizadixon @missy_cummings in no way i am arguing for a purely symbolic system but yes knowing what a railroad track is would be helpful. 2021-04-28 00:28:18 @Love2Code @lizadixon @missy_cummings @lizadixon already posted the full video, but i would be really disconcerted by a human driver who did that, even with the correction. 2021-04-27 22:11:31 RT @lizadixon: @missy_cummings @GaryMarcus Another irony here is FSD beta being a “hands on system” when its design seems to make that quit… 2021-04-27 20:47:49 @PaulTopping @lizadixon @missy_cummings in driving as in many domains, humans are a low and problematic bar that we ought eventually to be able exceed with machines. but in driving we are still fairly far from that bar. 2021-04-27 20:35:34 Viscerally terrifying Tesla moment that reflects a lack of commonsense understanding of the world. h/t @lizadixon cc @missy_cummings https://t.co/YAmfAmjmTo 2021-04-27 20:06:29 RT @JRehling: Joe Rogan told young people not to get the COVID vaccine. Stupidity is the most serious pandemic, and Joe Rogan is a super-s… 2021-04-27 13:16:15 RT @dominikroblek: “Within a few years, I predict, many people will wonder why deep learning for so long tried to do so largely without the… 2021-04-26 03:18:53 Congrats to @nomadlandfilm! Now please go out and read @jessbruder's book, on which the film was based! 2021-04-26 01:38:21 RT @GoldDerby: The #Oscars winner for Best Short Film is @TwoDistantFilm! See a full list of winners here: https://t.co/YfRUBCAlv6 https://… 2021-04-26 01:32:18 RT @ABC: "What a man." Daniel Kaluuya remembers Fred Hampton in his acceptance speech: "How blessed we are that we lived in a lifetime whe… 2021-04-26 00:13:30 RT @Eli_Krumova: 2020: A Year Full of Amazing #AI Papers Where do you want AI to go? https://t.co/dPrJ5nEVb5 Ft. @GaryMarcus @drfeifei @lu… 2021-04-24 23:06:33 RT @BernieSanders: Our grandchildren will ask us what we did to stop the climate crisis. How will we answer? 2021-04-24 18:02:26 @ncweaver not if you read the fine print = “for simple tasks” 2021-04-24 16:06:42 RT @CarissaVeliz: We don't know enough about #Palantir and its collaboration with our governments. And Palantir seems to know a lot about u… 2021-04-24 15:07:28 RT @mervenoyann: I just want someone to debate me on this thread 2021-04-23 23:12:50 @alinekaeri hmm. what i have seen is usually a few lines of code, not more. 2021-04-23 22:20:00 @alinekaeri i have no problem with autocomplete, but the article promises more. 2021-04-23 21:44:45 RT @DGBassani: Parent tests positive. Close friend reluctantly agrees to have kid over until parents' isolation plans are sorted out. She g… 2021-04-23 21:42:31 RT @mervenoyann: trying to write some natural language inputs and letting AI turn it into code reminded me of this: https://t.co/QWkzkHJEy8 2021-04-23 20:48:07 @Grady_Booch it's actually "80% to 90%" for simple tasks, if you read carefully. for an email client, it'd probably be < 2021-04-23 20:24:08 Ugh, just what the world needs: "[software that] works 80 to 90 percent of the time" https://t.co/PIvP1FGOhf #gpt3 2021-04-23 13:35:08 RT @elizabethlal: Just learned that Dr. Henry is allowing the PNE to open Playland in May. What planet are we living on in British Columbia? 2021-04-23 12:56:01 RT @IDAIR_Geneva: Good to see the idea of a #CERN for #AI gain wider acceptance. @GaryMarcus was an early inspiration for I-DAIR’s vision… 2021-04-22 03:47:25 This is a stunning film. https://t.co/6VONphse6A 2021-04-21 15:31:48 RT @maosbot: I’m a 1-yr #longcovid sufferer & 2021-04-20 16:57:11 @AvilaGarcez certainly that’s the right avenue to pursue but i haven’t seen any compelling instantiation yet. great research problem! 2021-04-20 10:48:13 RT @DrEricDing: Title says it all—“High-profile Norwegian conspiracy theorist who said #COVID19 was a hoax dies from the virus after hostin… 2021-04-19 20:00:22 100% agree. The government BC has abdicated its leadership. Today's press conference is last chance to step up. #BCpoli #BCed https://t.co/RE6kxdasxB 2021-04-19 19:46:55 @leonpalafox No, what it does is to say we don't yet know how to change them in the right way. 2021-04-19 19:31:55 The politically-motivated refusal of @theJagmeetSingh to see the obvious parallels between the rapidly deteriorating covid situation in Ontario and his own home province of BC is astonishing. #PartyOverProvince https://t.co/EsAhziVBna 2021-04-19 18:19:44 2/2 Re #1, really? There is no thorough rebuttal of the many demonstrations of past bias. To simply declare they are all flawed is hardly convincing. A few may have methodological flaws, but many of them are readily replicated. And new ones keep popping up. The problem is real. 2021-04-19 18:19:43 Learning from past data *alone* does imply repeating the mistakes of the past. What we need are systems that can take the past *in the context of what we want the future to look like.* We don't have that yet. That's what we should be focusing on. 1/2 https://t.co/xwLVGGhPzO 2021-04-19 17:42:51 British Columbia has been hacked by Cambridge Analytica disinformation. Not a joke. https://t.co/OfTRWS40oC 2021-04-19 16:57:37 RT @dgurdasani1: This analysis of risks makes no sense at all- car accidents don't rise exponentially. Infection does. If you infect someon… 2021-04-19 15:54:19 Current algorithms *do* perpetuate historical biases, and have done so repeatedly, as @LatanyaSweeney, @timnitGebru, @jovialjoy, @mathbabedotorg & These failings are not a coincidence 2/6 2021-04-19 15:54:18 Sure, it is easier to swap algorithms than to change human minds, but the rest of this @pmdomingos argument is flawed. Here's a mini-thread on why. (1/6) https://t.co/tSM9gHhgBa 2021-04-19 14:07:13 RT @missy_cummings: I think this is a great moment for the entire unmanned aerial vehicle (UAV, aka drone) community - just a few years ago… 2021-04-19 14:06:02 RT @segal_eran: Our paper on the effect of Israel's vaccination program now out @NatureMedicine https://t.co/ENpKjz21uu Life is now back… 2021-04-19 00:37:32 RT @freespiritus: Excellent! @TheCurrentCBC segment on going for #ZeroCOVIDCanada. It's possible! It will save lives, long-term health, pr… 2021-04-19 00:32:51 RT @missy_cummings: After countless YouTube videos showing people doing this exact stunt, this kind of sad & 2021-04-18 18:32:10 “full safety driving”, my eye. this is what you get when you overhype your AI. https://t.co/C8oSajmyRt 2021-04-18 02:41:32 @glupyan you know that’s ignoring large parts of Gallistel’s arguments. And you did indeed start this by calling him “conspiratorial” at the beginning of this thread, without a whiff of evidence. i am out. 2021-04-17 21:42:52 @glupyan would he be wrong if he thought that? 2021-04-17 16:29:06 @glupyan um, where does Gallistel say that the result has been *suppressed*? as opposed to ignored? 2021-04-17 13:23:38 RT @ShailRawalMD: They looked us in the eye and said your labour is essential, but your lives are not. 2021-04-17 01:51:20 After @kasparov63 humiliated me at an exhibition, I dare not try :) And be real. @MagnusCarlsen was playing Norwegian nationals when he was 8. I wouldn't stand a chance. https://t.co/UyFhk0o55Y 2021-04-17 01:47:41 RT @MDrelichman: @garymasonglobe calls John Horgan's government approach to pandemic management in BC "a freaking gong show". Pretty much o… 2021-04-16 23:50:42 @andrewshvv @drmichaellevin and this is a good summary of Gallistel’s argument as a whole: https://t.co/O6IXupEQl4 2021-04-16 23:28:46 @andrewshvv @drmichaellevin i think it is this one: https://t.co/547jxCReXM 2021-04-16 21:52:09 @barbarikon @bradpwyble @spiantado @glupyan @davidadger @D_Casasanto @BenPitt they aren’t logically exclusive but he does have some interesting arguments around invariants & 2021-04-16 20:40:16 @iamknighton @bradpwyble @davidadger @spiantado @glupyan @D_Casasanto @BenPitt good evidence might look like the mappings between chemistry and physics or Mark Konishi’s mappings between barn owls behavior and putative computational mechanisms. 2021-04-16 20:38:53 @bradpwyble @spiantado @glupyan @davidadger @D_Casasanto @BenPitt yes. that would be overstated. “has much weaker support than most people assume” would be more reasonable 2021-04-16 20:37:17 RT @EricTopol: And this one @PNASNews today on countering indoor airborne transmission https://t.co/xDVJpbM8ie ventilation masks nose-breat… 2021-04-16 20:35:20 @bradpwyble @davidadger @spiantado @glupyan @D_Casasanto @BenPitt not saying that’s impossible, but evidence is surprisingly thin in the ground. 2021-04-16 20:34:18 @iamknighton @bradpwyble @davidadger @spiantado @glupyan @D_Casasanto @BenPitt any evidence of mappings between that and actual bits of neural machinery? 2021-04-16 16:03:10 Has neuroscience completely misunderstood the basis of memory? Great interview with one of my favorite scientists, Randy Gallistel. https://t.co/tG8y3FMCYT 2021-04-16 15:01:20 Leaving covid policy in the hands of a narcissist in the US led to disaster. residents of BC increasingly feel that they too are suffering at the hands of a narcissist, apparently more interested in optics than solving problems. @JustinTrudeau please help. #bcpoli https://t.co/azAdhgezqe 2021-04-16 05:11:08 Bonnie Henry has jumped the Trump Shark, spinning dubious truths to improve her optics, by telling 1/2 truths about testing. And people are starting to notice. By the time the US got rid of Trump an enormous damage was done. The sooner BC @jjhorgan wakes up, the better. https://t.co/lRJAr4yGyk 2021-04-16 01:22:44 why are we prioritizing political optics over saving lives? important analysis of underreported covid deaths in BC and elsewhere in Canada. #bcpoli https://t.co/hLEpOPhOgB 2021-04-16 01:15:16 RT @gshu: Here is your chance to let BC know, by taking the survey, how it is doing vis-a-vis Covid-19. #bcpoli https://t.co/asHQhz5nV5 2021-04-15 23:57:13 RT @Grady_Booch: Fascinating work, @GaryMarcus and @rodneyabrooks! 2021-04-15 23:47:20 If only someone in the government in British Columbia were smart enough to understand point 2. #bcpoli @adriandix @jjhorgan https://t.co/OUHwy8ewoX 2021-04-15 23:45:29 RT @nataliexdean: The % vaccine breakthroughs in a population depends on: - Vaccine efficacy - Amt of virus circulating - Length of time si… 2021-04-15 18:56:44 RT @mattblaze: Gates: "I want to help fund a vaccine." Internet: "No way! You'll use it to secretly embed us with brain chips!" Musk: "I l… 2021-04-15 17:22:31 RT @RobustAI: Towards robots with cognitive capabilities! @rodneyabrooks gives some clues about what @robustAI is up to. https://t.co/wFXx… 2021-04-15 16:50:21 RT @_KarenHao: Oh hey thank you Gary & 2021-04-15 11:35:44 we were told the same lies in British Columbia, with the same consequences. https://t.co/crRP9EGhDd 2021-04-15 02:59:03 RT @JesParent: Now at @NeurIPSConf https://t.co/mZ4hRx8zqN Knowledge Representation & Panel #1 Yoshua B… 2021-04-14 23:30:05 RT @DrEricDing: 3) it is incumbent on BC Canada health leaders (@DrBonnieHenry @adriandix @jjhorgan) to contain #P1 immediately. Or else… 2021-04-14 22:58:37 What’s worse than a public health disaster? One in which the people empowered to take action stand by doing nothing, while ignoring all advice. hint: wringing hands is not taking action Cartoon from ⁦@DFisman⁩, Ontario, but totally fits BC #bcpoli #bced ⁦@jjhorgan⁩ https://t.co/5ZLuOEs99Z 2021-04-14 20:46:34 RT @rdumont99: I am beyond frustrated. BC is hiding VoC data by not reporting screening data, (only reporting sequenced cases), but not se… 2021-04-14 17:37:59 @WestcoastBCLife @DrKarinaZeidler disgusting the way economics rather than health appears to be the number one driver of our public health office 2021-04-14 16:28:14 RT @Ana_Chubinidze_: This is a very nice interpretation. 2021-04-14 14:17:15 @NikhilKrishnasw @JesParent @_KarenHao 2021-04-14 14:14:03 RT @JesParent: @GaryMarcus gives nod to @_KarenHao ⁩ piece on #aiethics https://t.co/rng1ynL0l8 reminds me of the "ai ethics as a smokes… 2021-04-14 13:54:53 Playing games with words to get ethical cover. Dark AI/Ml goodness from ⁦@_KarenHao⁩. https://t.co/nes6uR9MEp 2021-04-13 22:59:48 TEMPORARILY SHUT DOWN SCHOOLS IN B​.​C DUE TO COVID - Sign the Petition! https://t.co/UzImsJH9Ag via @CdnChange 2021-04-13 22:57:00 RT @Playground_VC: As AI becomes more advanced, @GaryMarcus of @RobustAI believes it's essential to research new AI skills like emotional i… 2021-04-13 20:03:33 RT @freespiritus: We have a data problem in BC-- Folks back East now know all about it. They're discussing how @CDCofBC refuses to provide… 2021-04-13 17:31:16 RT @TorontoStar: As Whistler launches vaccination push, experts say B.C. has a COVID-19 data problem. https://t.co/CCPa1r0sE5 2021-04-13 15:57:14 RT @mervenoyann: this 2021-04-13 15:56:51 RT @WeAreInevitable: @NVIDIAGTC @nvidia @yaronhaviv @iguazio @mdebdoot @sharechatapp @geoffreyhinton @VectorInst @UofT Next up for us in 10… 2021-04-13 15:56:37 RT @AlisonBLowndes: Now tuning in for @GaryMarcus' #GTC21 talk 'The Next Decade in #AI: Four Steps Toward Robust Artificial Intelligence' [… 2021-04-13 14:12:38 Some people have a drinking problem. AI has a hype problem. I will be talking about that problem at @nvidia #GTC2021 at 8:45am PT. https://t.co/elfFHKO055 2021-04-13 13:51:30 @JSEllenberg 2021-04-13 13:43:33 @JSEllenberg sure. i have made that point many times, usually by saying that intelligence is not a one dimensional variable 2021-04-13 13:36:10 Very much confirming the point of my 1999 Science article on infant rule learning. Over two decades later, neural networks are still struggling with notions that are obvious to babies. https://t.co/FSWPq4Cutp 2021-04-13 04:10:18 RT @frozen: Today, @DrEricDing was on @CTVVancouver, continuing to sound the alarm about the #P1 variant that circulates in our midst. Our… 2021-04-13 04:07:45 RT @realreporter: #bcpoli The Henry thesis that more children get infected at home. From March to September 2020, children were sheltering… 2021-04-13 00:49:35 RT @rdumont99: Surprising to absolutely nobody who's been paying attention, BC's "mockdown" isn't sufficient in the face of VoCs. EVERYWHER… 2021-04-13 00:18:01 Clearly BC’s mild “circuit breaker” is not enough. BC needs to go essential services only, & Reporting higher numbers without taking stricter measures is not a solution @adriandix @jjhorgan #bcpoli #bced https://t.co/pQhY6Wr0Q2 2021-04-12 18:52:34 @dlevenstein @KordingLab @dileeplearning @stochastician Seems a bit narrow to me. There are a plenty of innate circuits across the animal world that we don't yet understand and that wouldn't quite fit in that specific box. 2021-04-12 17:42:49 RT @gradientpub: News: The Gradient is accepting new article submissions! Join the likes of @math_rachel, @mark_riedl, @seb_ruder, @Neural… 2021-04-12 16:31:23 RT @IntuitMachine: Interesting thread. An AI researcher @dileeplearning refuting the arguments of a Neuroscientist @KordingLab who had p… 2021-04-12 16:05:45 RT @jason_pontin: Those who attack Fauci for recommending *against* masks in March and then advocating *for* them in April don’t know how s… 2021-04-12 15:57:18 @dileeplearning Agreed with 1-3 but see those in part as flowing from @KordingLab and @stochastician’s point, rather than as a refutation. 2021-04-12 15:51:54 RT @DGBassani: If schools were safe we would be drowning in data proving it, comparative trends of absenteeism over time, epidemiological i… 2021-04-12 13:33:01 RT @venkat_srini_: Ridiculous! We know language models which rely purely on word based patterns can never know the full or proper context.… 2021-04-12 02:13:19 RT @DrEricDing: 12) NOTA BENE— Children bring viruses home and infect adults. How do we know? 3 million person dataset tells us so. Pas… 2021-04-12 01:09:44 RT @DWUhlfelderLaw: Donald Trump met with Kim Jong-un but just refused Matt Gaetz a meeting 2021-04-11 22:45:08 RT @richardz86: This is brilliant. It really should be the last word on the cult of Musk https://t.co/HvpgnGbeRv 2021-04-11 19:30:14 Ugh! More disturbing dialog from Natural Language AI that has no idea what it's talking about. (In this case, @replikaAI). h/t @mervenoyann https://t.co/v8Sfzhl94R 2021-04-11 14:05:54 RT @hangingnoodles: "Biggest problem in AI? Machines have no common sense" @GaryMarcus agree, but its AI makers who lack common sense abo… 2021-04-11 13:47:14 RT @DrEricDing: Dangerously negligent! “With the surging number of COVID-19 variants, (BC health chief) Dr Henry said BC would cease t… 2021-04-11 02:35:43 RT @vdignum: The in the room: machines have no common sense! @GaryMarcus says: It is not that "intelligence" organically emerges if we… 2021-04-10 18:30:36 Evergreen tweet, at least so far. https://t.co/tnX6sD9jCT 2021-04-10 18:03:12 RT @emanlapponi: A chatbot app with 5 million downloads. https://t.co/V6RvzhxmrU 2021-04-10 16:07:54 RT @lizadixon: Now is as good a day as any to ask: How can we stop the next pandemic? a thread of highlights from a @nytimes mini doc by… 2021-04-09 15:05:49 “The data economy has to go because it is at odds with free, equal, stable, and liberal democracies.” -@CarissaVeliz, speaking an important truth that few have had the courage to say out loud. https://t.co/ffyiakCGuH 2021-04-09 14:25:49 RT @lizadixon: It is shocking how many people will complain about immigrants without exploring why they left their homes in the first place… 2021-04-09 04:06:16 truly appalling. https://t.co/rAJXebdkK3 2021-04-09 02:21:00 RT @josh_wingrove: Scoop: Biden's stockpile of AstraZeneca doses is now over 20 million, and rising. It isn't authorized for use yet in the… 2021-04-09 00:01:04 RT @tired_elle: Reactive instead of proactive. 2021-04-08 23:40:41 RT @realreporter: #bcpoli Our positivity indicates rising cases coming up. Rocket-propelled. BC 10.7% Fraser Health 12.4% Vancouver Coa… 2021-04-08 22:20:18 @IntuitMachine https://t.co/qHed6ExlzI 2021-04-08 21:51:35 @IntuitMachine we don't have nearly enough here 2021-04-08 21:45:24 All of N America is now threatened by British Columbia's anemic response to COVID. Cases are nearly double two weeks ago, and there are so many variants BC has given up sequencing them. Yet restrictions are milder than they were a year ago. This puts a continent at risk. https://t.co/3pxHp8naAU 2021-04-08 21:02:49 RT @freespiritus: Looks like folks in Washington State are horrified at B.C.’s response to Variants. #bced #bcpoli #COVID19BC https://t.c… 2021-04-08 19:21:36 RT @AJWVictoriaBC: Can someone please help me understand why schools are still open while COVID numbers & 2021-04-08 19:14:33 U.S. expert says Canada is missing the chance to fight the P.1 COVID-19 variant | https://t.co/4OQ29s1gIB https://t.co/DIzDhOUcLN 2021-04-07 20:06:22 RT @RonaldNHughes: "BC has joined the ranks of some of Canada’s worst performing provinces. Why?" Experts: "a blend of wishful thinking,… 2021-04-07 17:50:08 @lrvarshney @CarissaVeliz @wooldridgemike @WSJ @jackiesnow @TaraChk what limits? 2021-04-07 17:00:18 RT @CarissaVeliz: “If you want a program to do something for you, there is no reason for it to be humanlike. What you want it to do is make… 2021-04-07 13:59:10 RT @Robertson_SJ: On the ongoing misinterpretation of what constitutes machine learning and artificial intelligence, I suggest the more peo… 2021-04-07 13:58:53 @MonicaGandhi9 @katzish aren’t you ignoring the 20% with unknown transmission, @MonicaGandhi9? the figure you cite is a lower bound, but could easily be an underestimate, perhaps by an order of magnitude, if a small fraction of the unknown cases do turn out to be difficult to trace outdoor contacts. 2021-04-07 02:51:08 this is absolutely insane. perhaps @DrZoeHyde or @dgurdasani1 could comment. https://t.co/S2aor6MK8S 2021-04-07 00:26:44 Weak response to COVID in British Columbia threatens *all of North America* The so-called "circuit breaker" that we have now is much weaker than last spring when we had schools and most nonessential services closed. But the situation is far worse. [thread. 1/2] 2021-04-06 23:29:29 RT @jenn_elias: A Google AI lead and prominent research scientist Samy Bengio told his team he’s leaving the company at the end of the mont… 2021-04-06 16:32:56 RT @BerniNardo: An incredible example of how algorithms replicate pre-existing bias and inequality structures 2021-04-06 13:50:22 RT @DrZoeHyde: (1/12) The Brazilian #COVID19 variant is up to 2 times more transmissible, more likely to cause serious illness in young peo… 2021-04-06 13:20:04 “Widespread surveillance is incompatible with free, democratic, and liberal societies in which human rights are respected. It has to go. Do not settle for anything less.” -@CarissaVeliz, calling for a revolution, in her new powerful new book #privacyispower, published today. https://t.co/ojXtCett1Y 2021-04-05 23:50:28 RT @RonaldNHughes: Have I missed it? Over a year into the pandemic, has any BC media outlet hired an actual science reporter? Why do they s… 2021-04-05 20:26:18 Wait, what? BC is sending teachers back to school, in the midst of exponential P.1, without having vaccinated them? https://t.co/oasFkbNqt1 2021-04-05 19:58:13 hard agree. and this isn’t just a BC issue. if BC is too passive here, P1 will spread more broadly throughout North America. https://t.co/klXAHCrmsc 2021-04-05 19:25:54 @strat19 @freespiritus @ianhanomansing The specific debate that @ianhanomansing & Do we need to put more dramatic restrictions in place given the proliferation of variants in BC, or not? My view was yes She has since partially changed her tune, closing dining etc. 2021-04-05 17:54:30 @ianhanomansing As an MIT-trained scientist, I approached you & When I asked if you could point me to some, you bailed. That's not dialogue. 2021-04-05 16:05:47 @wzuidema Key question is what sort of approximation could get the right work done, and how would it be doing the work? eg GPT-3 is an approximation, but an inadequate one, because its representations are too superficial to support [world] model-building and reasoning over those models. 2021-04-05 03:18:38 RT @EricTopol: A bad recipe: covid + indoor dining + poor ventilation https://t.co/HhzMKhO7jv h/t @kprather88 https://t.co/QilwemJsw6 2021-04-05 03:15:56 RT @luislamb: ...the great ocean of truth lay all undiscovered... 2021-04-04 23:19:39 @wzuidema you might find interesting what i say about language and memory in my book Kluge, which suggests one way in which humans may fall short of full representation of compositionality (for performance reasons). longer version in my chapter here: https://t.co/OINXXrStAj 2021-04-04 20:03:44 @hb_cell that’s part of the point of the interview, which is worth reading 2021-04-04 16:42:29 RT @maier_ak: The Next Decade in AI with @GaryMarcus https://t.co/QkRgCOqka6 @SpirosMargaris @antgrasso @SwissCognitive @Montreal_AI @ipfc… 2021-04-04 15:17:10 “We’re in an atmosphere of increasing polarization and fragmentation. If humans are to stay alive, we need to become more connected and interdependent. We have to start believing we are in this together.” ⁦ -Sheldon Solomon⁩ #wordstoliveby https://t.co/4d5Js9bzCn 2021-04-04 03:02:25 @luislamb we called them transportables. my dad had a Kaypro. 2021-04-03 21:02:48 RT @StevieVanZandt: More than harsh, the writers view of history is simply profoundly inaccurate. The ‘60s was a Renaissance period that wi… 2021-04-03 18:11:10 British Columbia has become a political disgrace. Why won’t media like @ianhanomansing look into scandals like this? Fighting a pandemic without science is like fighting a fire without water. https://t.co/PM2SRb2DT3 2021-04-02 20:17:41 “It is a testament to ⁦@CadeMetz⁩ deft writing that none of the dozens of geniuses he profiles looks bad in his book. But only two look really good, for standing up alone to speak the truth... Elon Musk...[and]...Gary Marcus.” #speaktruthtopower https://t.co/ATc4PIx8jv 2021-04-02 18:54:47 @teh_aimee Teaching Robots To Be Moral https://t.co/0KJKCW85rI (2015) 2021-04-02 17:58:28 @GosiaGasperoPhD @zerocovidcanada thanks to the whole @zerocovidcanada team 2021-04-02 17:55:41 RT @dgurdasani1: I'm hearing worrying rhetoric from scientists suggesting that children don't suffer from 'severe illness' so may not need… 2021-04-02 17:47:25 It’s long past time for a #ZeroCovid strategy in Canada, where half-measures have failed. Please sign and share this petition by ⁦@GosiaGasperoPhD⁩. https://t.co/NgO9Ww2MKp 2021-04-02 14:17:38 @teh_aimee you might enjoy https://t.co/C6XodPts1W 2021-04-02 14:16:14 @danbri @ian @cydharrell what’s the alternative that you see? 2021-04-02 14:15:46 @danbri @ian @cydharrell @ThePatHayes ps has duplex improved? ernie david and i critiqued it the moment it arrived: https://t.co/87z1mOXnih 2021-04-02 14:14:08 @danbri @ian @cydharrell @ThePatHayes well, either we need to combine them in deeper ways, or come up with something altogether different. surely neither cut it on their own. and that we can agree on. 2021-04-02 14:08:30 @danbri @ian @cydharrell surely https://t.co/Pt7HZbLIv5 makes all of these remarks, in detail. 2021-04-01 19:16:52 "The contrast between today’s privacy landscape and that of the 1990s is stark." @CarissaVeliz's terrifying dissection of what has happened to your privacy drops tomorrow in the US. https://t.co/goFzrEhIIF 2021-04-01 14:33:41 “For the foreseeable future, computers will not be able to match humans in their ability to reason abstractly about real-world situations” https://t.co/36XsaVvyFk 2021-03-31 21:31:09 @krzysztofwos @lewbel @yudapearl @BitPlayerMovie 2021-03-31 21:27:30 @lewbel @yudapearl one of my great experiences in life was visiting Shannon once in his later years, as part of the MIT juggling club. thank you @lewbel for that very special memory! 2021-03-31 21:12:51 RT @DrEricDing: 7) Why did France close schools as the targets measure of the lockdown? Because they’ve seen the data. The data likely s… 2021-03-31 17:37:45 RT @tvnyc: “Dr. Bonnie Henry to receive honorary degree[s] from UBC.” a PHO slow on global science, who still hasn’t fully endorsed school… 2021-03-31 06:39:07 RT @DrEricDing: Alarming #P1–The more contagious #P1 variant is a runaway train in British Columbia: +100 new P1 cases in single day!… 2021-03-30 19:58:49 @karaswisher @scagliarini @sama pity! 2021-03-30 19:46:51 @karaswisher @scagliarini @sama yes i know. to the table *for a debate with me*, over his preposterous technohype. (see my tweet above) 2021-03-30 19:45:23 @scagliarini @karaswisher can you bring @sama to the table? 2021-03-30 19:18:42 woah, @sama do you seriously believe this? “computer programs that can think will read [and understand] legal documents in 5 years?” utter rubbish. ready to debate you, anytime. https://t.co/1Ed0RwYx3y 2021-03-30 14:00:42 @Grady_Booch the seminal semantics joke! 2021-03-30 13:59:22 RT @bdanubius: How do innate behaviors emerge? In “Complex Computation from Developmental Priors” @taliesinb and I explore an AI model for… 2021-03-30 03:13:52 RT @KordingLab: Newborn chicks can do single shot object parsing. Take that ANNs: https://t.co/Tv1e3WK0W3 2021-03-30 03:12:13 RT @j_mcelroy: “Don’t blow this for the rest of us,” said John Horgan to young people. Who, exactly, is blowing it right now? https://t.c… 2021-03-30 01:38:53 Indeed. Unmistakable evidence that the over-celebrated Bonnie Henry doesn't understand the single most important piece of math in all of this -- in her own words. Frightening. https://t.co/ILvhPLRHEC 2021-03-29 19:31:45 RT @ChombaBupe: @KordingLab " The concept of innateness is rarely discussed in the context of artificial intelligence." - @GaryMarcus http… 2021-03-29 16:49:54 RT @GillTripat: Is AI biased or just doesn't understand? I tried this gender bias in Google translate for Hindi (which doesn't have gender… 2021-03-29 16:30:16 @C4COMPUTATION gorgeous photos! 2021-03-29 14:20:14 RT @dgurdasani1: Stages of COVID denial: Cases have levelled off Stop fear mongering! Cases increasing R just above 1 - relax- we're ok.… 2021-03-28 22:23:18 RT @rendu_a: It gets worse, here the model should “know” the gender of the doctor. I.e it should generate “Esa doctora...” https://t.co/iSB… 2021-03-28 22:12:37 sure you might, if you were a person. if you were a mindless data mimic, the choice wouldn’t even occur to you. https://t.co/L3Gwz0LTU3 2021-03-28 20:48:27 AI can be part of solution. Or it can exacerbate the problem. As long the models du jour do little more than parrot historical data, with no conceptual understanding, they will make things worse. Let’s strive for deeper AI, rather than just excusing business as usual. https://t.co/5nijp32HjM 2021-03-28 20:13:19 RT @rajivatbarnard: Just tried this with Hindi and you see the same pattern: translate "She is successful" to Hindi and then translate back… 2021-03-28 19:32:29 RT @SuB8u: Saw this elsewhere but looks like this is equally true for Hindi as well based on a quick check. Subtle, and overt, biases are… 2021-03-28 13:11:47 RT @nvartolomei: A form of AI Bias. Hungarian doesn't have gendered pronouns but Google blindly infers them from the associations it saw in… 2021-03-27 16:41:35 RT @DrKarinaZeidler: @richardzussman I am a family physician and our government’s failure to take further action to control the pandemic is… 2021-03-27 14:20:10 RT @WestcoastBCLife: Time to roll in the voices of reason! Thank you @GaryMarcus - we are being played as fools - yet many of us have been… 2021-03-26 21:19:15 RT @tired_elle: Our Public Health Officer released a book milking her celebrity status, while she lets variants run wild through our provin… 2021-03-26 21:09:31 @tired_elle and our media mostly remains quiet about it all 2021-03-26 19:54:16 @TalkerTeacher @ianhanomansing truly appalling. my publisher @penguinrandom should not be advertising her book in the midst of this. 2021-03-26 19:31:20 British Columbia has lost its way. Dr Henry’s statements are out of touch with scientific reality. It’s not that her analysis is “contentious” as @ianhanomansing too politely puts it. It’s that we have an uncontrolled explosion of variants and Henry is doing essentially nothing. https://t.co/A0BRRzjctX 2021-03-26 14:20:09 RT @mathildsl: C'est tout aussi foireux en français. Grosse ambiance dans les algos de traduction (et belle démonstration de pourquoi il es… 2021-03-25 23:47:56 @mvortizr @svogel so the main tweet replicates in Turkish? yes, you could do a similar workaround for every single sentence, and do it in the full paragraph as well, for each sentence. interesting that they choose not to. 2021-03-25 22:49:13 @mvortizr @svogel please try with the full paragraph rather than a single sentence. 2021-03-25 21:08:50 Some systematic data re machine translation below. Other things being equal, current AI systems tend to perpetuate and exacerbate historical bias. Best way to combat this is to develop systems with deeper understanding. Patching up individual datasets won't solve the problem. https://t.co/q0Ul0mwFqr 2021-03-25 21:02:45 RT @luislamb: @GaryMarcus There is an interesting related paper by @marceloprates_ and Pedro Avelar on “Assessing of gender bias in machin… 2021-03-25 19:35:14 RT @DevonDilly: Every Google Translate text tells a story, but few are more telling than this one 2021-03-25 18:11:59 @quaesita and trust algorithms that aren't really up to the job, because they lack representations of human goals and values. it's all of these things. 2021-03-25 16:39:03 @chaloelikesthis yes, it's partly the data. but a human translator in 2021 would know better. 2021-03-25 16:20:52 No. The model *is* at fault because it is simplistic 2021-03-25 16:17:46 RT @renekrie: @GaryMarcus I had to try this out for Swahili which uses the same pronoun, 'yeye', for 'she' and 'he'. In the end the algo re… 2021-03-25 16:17:26 @Love2Code apoligical and without any sense of human goals in society and and in translation. that's the point, and why these tools are (in their current form) dangerous. 2021-03-25 15:41:07 wow. and not in a good way. striking example of how gender bias can emerge from blind data dredging. example via Andriy Burkov. https://t.co/cRGBX0oVXv 2021-03-23 22:04:21 @jackclarkSF how about a sci-fi story about a government that records every bit of conversation, allegedly for improving AI, and then misuses the data to destroy its enemies? 2021-03-23 20:58:44 AI/machine learning ahead of its skis yet again: Major flaws found in machine learning for COVID-19 diagnosis ⁦@VentureBeat⁩ https://t.co/d5mYQEkBwI 2021-03-23 18:36:44 @munterluggauer 2021-03-23 17:12:34 “Tesla’s Autopilot Technology Faces Fresh Scrutiny Federal regulators are investigating 23 recent accidents in which drivers were, or may have been, using the automatic steering and braking system.” https://t.co/jodiuFf4bj 2021-03-23 17:08:06 RT @tardigradopedia: Breaking News A tardigrade walking by @jasnir_ https://t.co/6ymNUSFexR https://t.co/TnUqwGWOGL 2021-03-23 16:15:37 RT @nasrinmmm: My hope is that more people learn about the option of deep-tech AI startups. The startup world needs diverse AI people, wome… 2021-03-23 13:50:48 RT @RobustAI: today! Human Aware Robot Software and the Tools for Delivering It, Rodney Brooks, Co-Founder and CTO, Robust AI. Keynote @Aut… 2021-03-22 13:50:39 RT @HemangPurohit: "Early adopters of Tesla FSD carry out uncontrolled tests on city streets, with pedestrians, cyclists, and other drivers… 2021-03-21 14:58:16 RT @ronbrachman: This is a very revealing article with a link to an eye-opening video. We are indeed a long way away from "self-driving" v… 2021-03-21 02:49:51 @taubamush There are many details I don't know, but from what I can see I am skeptical. I don't think that their current approach, weighted heavily towards deep learning, is likely to reach human level safety across a full range of environments, particularly given Musk's aversion to Lidar. 2021-03-21 02:31:55 Ah, Tesla. "to think this constitutes anything close to "full self-driving" is ludicrous." Road and Track reports. https://t.co/YAlkT6KitB 2021-03-20 16:05:13 https://t.co/3dx2H7vrDL https://t.co/5iSqmAzBQL 2021-03-20 14:13:20 @BNuseibeh @arosha guess you replied before getting to the word “current” 2021-03-20 14:12:00 RT @nunoachenriques: «[...] Turing Test for the twenty-first century: build a computer program that can watch any arbitrary TV program or Y… 2021-03-19 22:29:33 @filippie509 @lizadixon most people have very little access as to how they comprehend sentences beyond that they look for nouns and verbs. having studied linguistics off and on since the late 1980's I am confident that there is an enormous amount of complexity that isn't remotely being addressed. 2021-03-19 21:50:05 what’s a success bar for me? how about what I proposed in this 2014 @NewYorker piece? essentially zero progress since. What Comes After the Turing Test? https://t.co/1N4qeEE9wH https://t.co/QMNrB4NB0A 2021-03-19 21:46:29 RT @EnricoCoiera: Dont believe everything you read in Nature ... 2021-03-19 21:34:22 @dakami 48% on the *easy questions* —in a highly restricted domain. 2021-03-19 19:54:54 @dakami paraphrasing a sentence is not the same thing as deriving a cognitive model from a discourse. near zero progress there AFAIK. 2021-03-19 19:53:39 @filippie509 @lizadixon on-road driving is more closed-end than language. stylized roads, restricted access (roads not sidewalks), not a lot of metaphor, limited generativity, etc still enough edge cases to sink deep learning, though we have 99% accuracy for driving, nothing close for open-ended NLU 2021-03-19 19:43:53 Language understanding is way harder than self-driving. This frightening video (h/t @lizadixon) shows some of where Tesla is now with driving, years after first promising it: https://t.co/RMaBp37CZX 2021-03-19 19:38:43 @dakami the language chapter in my recent book https://t.co/Pt7HZbLIv5 (w Ernie Davis) is about the difference between the two. 2021-03-19 17:01:49 Oh , please! "The findings hint at a future in which artificial intelligence can help humans to formulate and make sense of complex arguments." This is absurd. Neither the language understanding nor the reasoning skills in current AI are remotely close. https://t.co/HcjOfkovJH 2021-03-19 15:43:57 RT @bobehayes: The #ArtificialIntelligence Influencers That You Should Be Following @FHIOxford @DemisHassabis @GaryMarcus @MrTejKohli @n… 2021-03-19 00:43:33 RT @JesParent: Listening to @TechnologyProse w @GaryMarcus I've been checking out Next Decade in AI paper and the Beyond the Patterns vid… 2021-03-18 15:35:36 RT @PadmaLakshmi: One day after 8 people were killed due to hatred of Asian women, how dare 172 Republicans vote against the Violence Again… 2021-03-18 14:02:45 RT @vb_jens: I have been thinking about how different people interpret data differently. And made this xkcd style graphic to illustrate thi… 2021-03-18 00:58:06 @TheScottLove @pmddomingos @VentureBeat @MCHammer 2021-03-17 03:46:05 i rest my case https://t.co/jzMlYV0eGl 2021-03-16 23:45:42 RT @cyberandy: @DataChaz @RichardFergie Yes but...let's never forget @GaryMarcus early warnings. As much as I love text automation I also r… 2021-03-15 16:41:44 Congrats to @jessbruder and Chloé Zhao for the huge success of Nomadland, including 6 Academy Award nominations https://t.co/TCpjT527lY 2021-03-14 14:13:18 RT @glichfield: With all the pushback from Facebook against @_KarenHao's recent story, and as one of the editors on the piece, I thought it… 2021-03-12 00:44:36 honored to be in such elite company, as a 2021 top AI influencer. https://t.co/GrI11K2ogX 2021-03-10 17:20:22 RT @sigfpe: I'm selling all of the natural numbers starting from zero. I'll track who owns what by writing your name next to the number in… 2021-03-10 17:14:56 @tdietterich @titudeadjust @JimDMiller @davidiach this one sounds like a mission for Stephen Kosslyn 2021-03-09 22:02:01 RT @tymwol: “Deep learning is largely falling into same trap [as behaviorism in psychology], lending fresh mathematics (couched in language… 2021-03-09 21:27:13 @anderssandberg ha ha. but the human error is about failing to inhibit a strong prepotent response, and the AI system’s error about completely failing to understand the world. 2021-03-08 19:01:18 Love @geoffreyHinton's new GLOM paper. Young students would do well to understand what he's trying to achieve. First person who manages to meet his desiderata & 2021-03-08 15:54:08 RT @ChombaBupe: And these companies are just overfitting on ImageNet there is probably no comparable improvements in the real world vision… 2021-03-08 01:11:22 RT @DavisSawyer2: the state of neural net architecture research in one tweet 2021-03-08 01:11:10 @DavisSawyer2 @RikTalo @Facebook bingo 2021-03-07 19:14:58 @AravSrinivas @Facebook yes. but the whole thing is a lot of apples and oranges. it's less direct labeled data, way more indirect data and training, and 512 GPUs for 8 days. what that means for the real world remains to be seen. 2021-03-07 19:09:04 @Abdo_Eldesokey @Facebook subtitle of the immodest SEER paper: "The start of a more powerful, flexible, and accessible era for computer vision" 2021-03-07 19:08:19 @AravSrinivas @Facebook got tired of scrolling down here to see where 78% would place: https://t.co/TKKyqlBq0v 2021-03-07 19:03:45 @RikTalo @Facebook No, I don't think they are all that helpful To advance, we have to focus on a framework for deeper conceptual understanding, per https://t.co/Pt7HZbLIv5 and my Next Decade arXiv. 2021-03-07 19:02:44 @Abdo_Eldesokey @Facebook "good contribution", sure. but the blog says it is "a major breakthrough" also blog treats (genuine) progress on object labeling as major progress towards computer vision in general, ignoring unsolved problems like adversarial examples, 3d scene understanding etc. 2021-03-07 18:52:31 @erich_elsen @Facebook good question. 2021-03-07 18:52:16 @RikTalo @Facebook meh. even if had a quadrillion images, it may still have trouble with adversarial examples. and it's still just context-free image labeling, which we already have good solutions too. It's chasing a number, not going after harder questions about 3d-perception, cognition, etc. 2021-03-07 18:35:06 Want to make your results look "incredible"? Turn a modest improvement into a WIRED story? Step 1: run y axis from 62 to 78 (rather than 0 to 100). Step 2: help yourself to an extra billion parameters. Step 3: congratulate yourself. New SEER paper @facebook https://t.co/y64IXuPy9f 2021-03-06 15:22:48 RT @mind_senses: @GaryMarcus @nikitaggarwal Totally agree @GaryMarcus ! We need an interdisciplinary approach. 2021-03-05 17:02:37 RT @MelMitchell1: Marshmallow test works better as a metaphor than as a scientific predictor of anything: https://t.co/Bl7zG0mmFH 2021-03-05 16:59:10 RT @luislamb: IBM talk on Neurosymbolic AI. https://t.co/v7u1fTYdzr https://t.co/9MYz9rkYxk 2021-03-05 15:13:44 excellent dissertation thesis on a critical topic, by Martin Arjovsky. https://t.co/3EieZz6gLY 2021-03-05 02:07:30 “I would take with a pinch of salt the claim that self-supervised learning alone can lead us to machines that have common sense understanding” -⁦@nikitaggarwal⁩ https://t.co/JWNlO9HPPy 2021-03-05 01:16:47 RT @moyix: The latest generation of adversarial image attacks is, uh, somewhat simpler to carry out https://t.co/CBnA53lEcy https://t.co/h4… 2021-03-03 03:09:37 RT @tweetycami: Happening now—I’m in a #Clubhouse #AI room with .@MCHammer, .@lexfridman, .@DrBrianKeating, .@GaryMarcus, and more So inte… 2021-03-02 17:45:06 RT @DrZoeHyde: Children wearing masks during the 1918-20 influenza pandemic. Have we learned nothing? 2021-03-02 14:11:46 @IntuitMachine scientific realist 2021-03-01 01:20:23 RT @DrKarenBakker: Amazing opportunity for Canadian high schools girls grades 8 to 12! Free “Girls in Artificial Intelligence Hackathon” fe… 2021-02-28 17:43:52 RT @bendee983: Two other must-reads in this list: "Rebooting AI" by @GaryMarcus and Ernest Davis "Artificial Intelligence: A Guide for Thin… 2021-02-23 14:53:50 RT @maria_axente: Print it on a T shirt "Statistics are no substitute for real-world understanding" @GaryMarcus 2021-02-23 00:04:15 RT @igrgavilan: #quote "Statistics are no substitute for real-world understanding" @GaryMarcus & 2021-02-22 18:31:22 RT @cloudquistador: Five years ago my attitude re: #AI was enthusiasm. Over time, this was tempered by the work of @MelMitchell1 and @GaryM… 2021-02-20 16:40:07 RT @mrpatto: Could GPT-3 write your customer service answers? @mhmazur decided to find out. Spoiler: Probably not if you want to, you know,… 2021-02-19 14:40:19 RT @TheScottLove: I try to read everything by Gary Marcus and I especially appreciate his openness to debate and discuss his point of view… 2021-02-19 02:02:47 RT @igrgavilan: #quote "The net effect of a tendency of many in the media to overreport technology results is that the public has come to b… 2021-02-18 14:11:53 RT @MaxALittle: Pervasive flaw in medical machine learning prediction based on naive use of case-control data. Beautiful example for why th… 2021-02-16 14:57:05 RT @FadaduSudeep: @ParikPatelCFA Highly recommend “rebooting AI” by @GaryMarcus and Ernest Davis. It reflects the current state of the AI a… 2021-02-15 21:37:32 RT @MIT_CSAIL: Today's the 75th anniversary of ENIAC, widely considered to be the first digital computer, coded by six female programmers.… 2021-02-15 20:42:11 RT @dgurdasani1: I've been a hearing a lot about how children are more infectious *now* & 2021-02-13 19:34:36 RT @memosisland: @FrankWilczek @SteveStuWill IF we need the existing theory to build training set, the machine learning model would only "m… 2021-02-13 15:32:06 RT @mgf1610: How far away are we from General #AI? @GaryMarcus and Ernest Davis show what’s missing and outline a program to advance, all i… 2021-02-13 15:19:44 RT @VisionBernie: @maier_ak @GaryMarcus Oh, we could verify, if we only had access https://t.co/nHkeUsnBUE not so open ai @ openai 2021-02-13 04:54:24 RT @SuhnyllaKler: @GaryMarcus your book has been on my shelf since 2019. Finally doing it justice. Thank you for giving us all things to po… 2021-02-12 17:18:40 RT @maier_ak: I guess this is another point for @GaryMarcus... https://t.co/GzYFQjU2nx 2021-02-11 21:49:27 RT @TechnologyProse: NEW EPISODE This week on Technology & 2021-02-11 17:07:56 RT @svdate: BIGGEST NEWS OUT OF YESTERDAY: 1) Trump learned at 2:14 pm that Mike Pence's life was in danger. 2) Trump tweeted at 2:24 pm l… 2021-02-11 15:00:49 RT @nikitaggarwal: I always learn a lot from @garymarcus and this conversation is no exception. Check it out, and buy the book - it’s a ver… 2021-02-09 21:17:36 RT @yudapearl: Machine learning folks were way ahead of me begging for "explainable ML". But I am not sure even today they have internalize… 2021-02-09 18:54:40 RT @joshscampbell: House impeachment managers introduce video evidence as part of their case against Donald Trump, depicting one of the dar… 2021-02-08 15:10:03 RT @bookauthority: Congratulations @GaryMarcus! We're delighted to inform you that "Rebooting AI" made it to BookAuthority's list of best n… 2021-02-06 22:12:58 RT @ilparone: This is a super-interesting and ambitious endeavor/company: ”We want to build a cognitive engine that will allow people to se… 2021-02-05 16:45:36 RT @titudeadjust: “Even if [OpenAI is] very careful, the odds of something offensive coming out is 100 percent—that’s my humble opinion. It… 2021-02-04 21:14:24 @JSEllenberg yes. it seems like the klu(d)gier way to spell it :) 2021-02-04 21:12:07 @JSEllenberg i can see arguments either way. but people should read the book :) 2021-02-04 14:01:05 RT @AshaRangappa_: Stop what you are doing and read this chilling frame-by-frame analysis by @jasonintrator of the propaganda video shown a… 2021-02-04 01:27:49 RT @luislamb: Neurosymbolic AI panel @RealAAAI #AAAI2021 on Sunday Feb 7, 7:30 AM PST. @guyvdb Marta Kwiatkowska, M. Botvinick, Leslie P Ka… 2021-02-04 00:36:29 RT @NSthepodcast: What do newborn babies know? Well, a lot as it turns out! But the notion of ‘innate knowledge’ is deeply counter-intui… 2021-02-03 16:10:58 OpenAI's GPT-3‘s toxic language problem, ⁦@IEEESpectrum⁩. Bigger and bigger data is not the answer. Per https://t.co/C6XodPts1W, the answer is deeper comprehension, reasoning, and values. https://t.co/tbyb0l9etq 2021-02-03 04:32:57 RT @tweetycami: Gary Marcus on Why AI Needs a Reboot A contrarian’s view on how to cross the “AI Chasm” https://t.co/jkjJi0pJYJ #innovat… 2021-02-02 16:05:15 RT @RNumerique: [Online #ASDN] Can #AI go beyond deep learning and become more trustworthy? Join us on Feb. 23rd at 5:30pm (CET) fo… 2021-02-01 17:13:02 RT @DuttonBooks: Curious about AI? We're teaming up w/@VintageAnchor to give away 4 books on one of the most important topics of our time,… 2021-02-01 15:48:32 RT @kmesch1: #symbolic #AI @GaryMarcus @plevy a. o. "Wenn es nach KI-Forschern wie Gary Marcus geht, ist es aber genau das, was es für for… 2021-01-30 18:50:59 RT @RWPUSA: Congress and the Department of Justice must investigate this immediately. The invasion of the Capitol on January 6 is looking… 2021-01-29 16:33:13 “The current zeal to spurn hard-won explicit (and often causal) knowledge, only to try to (re)learn it from examples and traces as tacit knowledge, is quixotic at best.” excellent essay by ⁦@rao2z⁩ on how current AI has lost its bearings. https://t.co/O3qPfq8NYg 2021-01-29 04:07:24 RT @Susan_Hennessey: A terrifying thread. 2021-01-28 03:14:20 RT @RepAdamSchiff: Here's the risk if Trump isn’t convicted: A future president will try to overturn the election at the end of their term… 2021-01-28 02:32:32 RT @EricTopol: We didn't prepare for the 1st 3 surges. Are we going to do that again for the 4th? The B.1.1.7 beast. https://t.co/deEakWf… 2021-01-28 01:28:06 RT @vb_jens: COVID will be remembered as the time when it was shown to be impossible to explain exponential growth to politicians. Interpro… 2021-01-28 01:20:30 RT @DavidPriess: This is a disturbing thread. Read it and think about it—really think about it. No self-respecting political party in Amer… 2021-01-28 01:19:41 @victorstorchan and i borrowed image from @DrHughHarvey 2021-01-27 16:06:52 RT @DrZoeHyde: Infections in young children (aged 0-9 years) surged by 84% in Belgium after testing in schools was increased. The increase… 2021-01-27 03:20:12 RT @kazweida: It’s fine to open schools they said. Kids don’t get sick they said. Meanwhile a study published in JAMA indicates Utah had a… 2021-01-27 03:19:19 RT @arghavan_salles: I make cards for each of the patients I care for. Here are the folks I’ve cared for with COVID who have died (big stac… 2021-01-27 01:38:37 RT @EricTopol: Summary of good pandemic news 1. Pivotal trial of early monoclonal antibodies reduces death & 2021-01-26 03:43:10 will we see many commercial applications of GPT-3? interesting, skeptical analysis by @bendee983 https://t.co/GpM8ksYKkn 2021-01-26 01:39:11 RT @Montreal_AI: TONIGHT at 7pm PT AI LA @AILA_Community invites you to join a discussion about the #AIDebate2 : "Moving #AI Forward: An I… 2021-01-25 17:57:12 RT @justinhendrix: For @just_security, @rgoodlaw and I analyzed dozens of hours of Parler videos scraped from the site of the events of Jan… 2021-01-25 17:52:16 RT @EricTopol: Just published @nature Understanding why some people develop severe covid while others have mild disease with extensive sing… 2021-01-25 03:53:01 RT @DrZoeHyde: Interesting in-depth interview with Christian Drosten, one of the world’s leading virologists, on the risk posed by variants… 2021-01-24 18:54:15 RT @LucaSambucci: @Montreal_AI Only two editions and the #AIDebate is already a must-follow event for the entire AI community. 2021-01-24 05:26:28 RT @Montreal_AI: Monday at 7pm PT AI LA @AILA_Community invites you to join a discussion about the #AIDebate2 : "Moving #AI Forward: An In… 2021-01-23 17:40:21 RT @erikbryn: We can eradicate diseases, including Covid. Don't let anyone tell you we just need to live with it. But we need to move fas… 2021-01-23 02:58:52 RT @emilymbender: Camera ready complete & On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? https://t.co… 2021-01-22 18:16:49 RT @mickeymcmanus: 1/22 @ 4pm PT on https://t.co/KsSKaXTT3L Ep 55> 2021-01-21 15:04:43 RT @AINewsletterHQ: Meet the 100 Most Influential People in AI [2021 edition]: https://t.co/4rReFEVzH2 Featuring: @GaryMarcus, @bigdata, @… 2021-01-21 15:03:18 @_RobToews @KenForbus 2021-01-21 03:23:50 @_RobToews it’s just a bunch of anecdotal examples at the moment 2021-01-20 17:36:43 Jimmy Cliff - I Can See Clearly Now (Official Video) https://t.co/M1aqa21Uot via @YouTube 2021-01-19 02:35:13 RT @TaraSetmayer: “The ultimate measure of a man is not where he stands in a moment of comfort & 2021-01-18 15:25:49 RT @oneguynick: This quote from @GaryMarcus really resonated with me as it's something I have pondered thinking through innate vs. learned… 2021-01-18 15:24:32 RT @luislamb: More impact of the AI Debate 2 and the future of AI. With @ceobillionaire @Montreal_AI @frossi_t @GaryMarcus @luislamb @Whats… 2021-01-16 19:22:58 RT @Whats_AI: Huge thanks to https://t.co/HGJyVuUv8c, @ceobillionaire and @GaryMarcus for organizing this #AIDebate2 providing a lot of val… 2021-01-15 23:09:54 RT @danilobzdok: Great talk by @StanDehaene at @Institut_Dataia: "We should not abandon our quest for new #deeplearning architectures that… 2021-01-15 23:07:05 @fernandaedi @AthenaAkrami might know the data here 2021-01-15 22:15:03 this is tone deaf, batshit crazy, incredibly dangerous, and a perfect encapsulation of a catastrophic presidency. https://t.co/QiLPlBmhn4 2021-01-15 20:20:20 @MichaelSchwandt @DFisman @imgrund absolutely 100% false. here’s Horgan for example saying there is no risk: https://t.co/ZwnNnzV1UW 2021-01-15 18:51:20 magical thinking has led to the unnecessary loss of lives over and over throughout the covid-19 pandemic. here, epidemiologist @dfisman deconstructs a particular version of that magical thinking that had infected parts of Canada. the lesson is general. https://t.co/kluh0QuHhY 2021-01-15 18:49:11 RT @DFisman: An observation on schools and COVID-19. In both Ontario and BC, there is what I will call a "magical unicorn" narrative relat… 2021-01-15 16:44:03 @davidad As umpires say in baseball, I call'em like I see'em. 2021-01-15 15:24:09 beautiful new paper from @LittleBimble and others @deepmind, unafraid of symbols and innateness and going after deep questions. https://t.co/6zMrvt9AjQ 2021-01-15 15:06:20 As detailed below, Pence came startlingly close to being lynched, yet never invoked the 25th. Why? Historians will argue over this literally for centuries. https://t.co/6qNBINvlxN 2021-01-15 15:01:43 @dataBiryani @rcsaxe @metasemantic sorry i didn’t pose it more sharply at first but i think we have converged now. interesting to see what comes from next steps. 2021-01-15 14:38:30 @rcsaxe @dataBiryani @metasemantic ps i am not saying people shouldn’t use those embeddings, just trying to figure out how good the result is and what is driving it. 2021-01-15 14:37:05 @_Pete0_ @NoahShachtman but “successful” only in the sense that it is what Thiel wanted, not in the sense that the Presidency was successful. 2021-01-15 14:36:22 @_Pete0_ @NoahShachtman donald trump, inasmuch as Peter Thiel used his billions and power to help get Trump installed. 2021-01-15 14:35:08 thrilled to see @deepmind take up the challenge https://t.co/9Q3vCGULOh 2021-01-15 14:33:14 @rcsaxe @dataBiryani @metasemantic putting it different way, you could do keyword search against the photo databases tags and report results that might look interesting. part of what’s happening is the photos themselves are gorgeous. how much does CLIP help here? 2021-01-15 14:31:59 @rcsaxe @dataBiryani @metasemantic eg LSA 2021-01-15 14:25:12 @rcsaxe @dataBiryani @metasemantic alternatively, maybe i don’t really understand what claim you are even making. 2021-01-15 14:24:37 @rcsaxe @dataBiryani @metasemantic i am saying if you want to make an assertion about the value of deep learning you should have a baseline. 2021-01-15 14:20:39 @kumar_amit on the plus side it’s not obvious that the result would replicate widely 2021-01-15 04:42:56 RT @vb_jens: Anxiety and “hysteria” aren’t a reason to withhold information, they are caused by our lack of transparency. I am not sure wha… 2021-01-15 03:26:45 an inadvertent admission that #bced and the citizens of BC aren’t getting straight information about the spread of covid in schools, because the truth would upset people. #bcpoli https://t.co/5dfRgMLzro 2021-01-15 02:46:37 RT @DrEricDing: TRUMP RULE TO OUST CAREER SCIENTISTS—Last ditch effort by Trump WH to enact term limits and mandate “5 year reviews” for ca… 2021-01-15 02:24:26 RT @NoahShachtman: EXCLUSIVE: Palantir built a COVID-tracker for the Trump admin. But it “had problems from the very beginning. It never fu… 2021-01-15 01:16:19 @rcsaxe @metasemantic see eg https://t.co/EydNlbP7UZ for inspiration. 2021-01-14 19:27:43 Will all of them flee the country, or only he who was twice impeached? https://t.co/XTH37csi7R 2021-01-14 19:25:01 @joedotfaith i don’t think that’s fair actually. but my whole premise was that neither side had developed the conceptual breakthroughs we need, and i stand by that. 2021-01-14 18:28:38 @joedotfaith the basic idea of perceptrons goes back to the 40s and 50s. mainly we just have more data, more memory, and more processing power. there’s relatively little that Rosenblatt wouldn’t have immediately recognized. 2021-01-14 17:29:15 @owl_machina in part, and a broader emphasis on short-term low hanging fruit in industry as well. not that these are the only factors, but they are a serious problem. 2021-01-14 16:50:20 Could this help explain why AI is still basically recycling the same ideas as it started with over six decades ago, and why so little progress has been made towards building machines that genuinely understand the world around them? https://t.co/ACbz04FfXk 2021-01-14 16:08:11 @metasemantic no, i am saying skip the neural networks and the training. use Euclidean space and nearest neighbor on those. 2021-01-14 15:58:17 @metasemantic eg nearest image as located in text label space to poetry in text space. 2021-01-14 15:41:50 @metasemantic @OpenAI @unsplash have you tried nearest neighbor as more efficient baseline? 2021-01-14 15:16:48 @IntuitMachine intuition is your word not mine, but i would say there is a lot still to be discovered 2021-01-14 15:16:04 @IntuitMachine as Kahneman argued at #AIdebate2, there is likely to be symbol-manipulation even within System 1. 2021-01-14 15:15:08 @un1crom @vardi they typically eschew representing explicit symbolic variables over which they could perform binding open-ended operations. see my book The Algebraic Mind, chapter 3. the problems stem from that choice. 2021-01-14 15:12:37 @IntuitMachine (maybe it depends what you mean by on top of, but i am encouraging a broad look at hybrids) 2021-01-14 15:12:04 @IntuitMachine did i assume that? 2021-01-14 14:54:49 exactly so. and, conversely, pure GPT doesn’t get you to reliable reasoning. This is exactly why we so urgently need to focus on developing hybrid approaches to AI. https://t.co/QutrHwOGBq 2021-01-14 14:46:04 RT @SamHarrisOrg: Many people appear to believe that (1) there is no such thing as a "dangerous psychopath" or (2) it's impossible to rende… 2021-01-13 17:05:21 RT @Susan_Hennessey: A system where who lives and who dies depends on matters so inconsequential as a handful of days on a calendar is not… 2021-01-13 14:53:02 RT @neal_katyal: A Bipartisan Case for Impeaching Trump and Barring Him From Office https://t.co/wPSWtInOuN 2021-01-13 14:51:23 RT @NatashaBertrand: Important thread: 2021-01-12 21:30:44 RT @rabrowne75: The Joint Chiefs of Staff: “We witnessed actions inside the Capitol building that were inconsistent with the rule of law. T… 2021-01-12 20:49:40 RT @JoyceWhiteVance: It's sort of ironic that some of the people in the Capitol will ultimately be identified by law enforcement because th… 2021-01-12 19:13:04 RT @TimothyDSnyder: 4/10. A Big Lie undoes a society, since it divides citizens into believers and unbelievers. 2021-01-12 17:00:34 RT @MarkRuffalo: Trump's @YouTube Channel has: 4 THOUSAND videos loaded with lies and conspiracies! 822 MILLION views! YouTube = Trump’s… 2021-01-12 16:27:36 RT @RWPUSA: "They were talking about 4,000 armed 'patriots' to surround the Capitol and prevent any Democrat from going in...They have publ… 2021-01-12 16:20:30 @Love2Code we talk about this sort of thing in https://t.co/FLZ9VvNAQH, giving google translate and wikipedia as an example 2021-01-12 16:19:42 RT @maddow: “Parler’s amateur coding could come back to haunt Capitol Hill rioters” https://t.co/LEOZwdiD8L 2021-01-12 16:03:58 RT @ESCochrane: A third member, Brad Schneider, has now tested positive. He also directly blames maskless Republicans in the secure locatio… 2021-01-12 16:03:36 RT @mikememoli: Rep. Brad Schneider (D-IL) announces he’s the third lawmaker to test positive for COVID after the lockdown https://t.co/hPJ… 2021-01-12 15:56:28 RT @victorstorchan: « #covid is a wake up call for #AI and a motivation for us to start building AI that can really make a difference». Nic… 2021-01-12 15:50:46 RT @rulajebreal: The deadly Trump insurrection showed America hasn’t come to grips with its greatest terror threat: violence by white supre… 2021-01-12 15:47:17 has anyone in history shown less remorse? https://t.co/fKFLrHjiKb 2021-01-12 04:13:12 RT @Montreal_AI: AI DEBATE 2: Christof Koch’s Remark “Don’t look (anymore) at neuroscience for help with AI” Official Video: https://t.co… 2021-01-12 02:07:28 ‼ if this is true and Trump understands that his lawyers are correct that he can’t safely pardon himself, then the conversation Trump just had with Pence may have been about Pence pardoning Trump if Trump resigns. https://t.co/z7RJSTWQII 2021-01-11 21:58:02 “i called...my closest contact at the White House to urge ...president .. [to] tell the rioters to stop their violence... But...Trump completely undercut that message ... This was terrible, especially since he incited them in the first place.” —@SenatorCollins and see: https://t.co/FWnIVyorRw https://t.co/YMZ4OQroCx 2021-01-11 21:51:00 @titudeadjust @ylecun @tdietterich this is a great discovery, from just over a year ago. 2021-01-11 21:33:03 RT @TobyWalsh: There are always two solutions to every AI bug. Redesign the buggy algorithm. Or change the world (here at a cost of $100K)… 2021-01-11 16:22:10 when early research suggested—but did yet not prove—cigarettes caused cancer in humans, execs emphasized incompleteness of science to avoid reckoning with the problem. smokers dismissed research by saying other things could kill you. in this thread a @facebook exec tries both: https://t.co/Cf5MYZrzLP 2021-01-11 15:22:12 RT @ak_panda: “We will figure out AI before neuroscience” #AIDEBATE2 @GaryMarcus at 1:48:30 https://t.co/jyblOoZUx4 via @YouTube 2021-01-10 23:40:42 RT @luislamb: The topic of AI in 2021 and beyond was discussed in "AI debate 2: Moving AI forward: An interdisciplinary approach," where sc… 2021-01-10 23:14:59 RT @Montreal_AI: AI DEBATE 2: Doris Tsao’s Remark @doristsao “How the brain builds a model of the world: insights from neuro- science” Of… 2021-01-10 22:14:38 RT @browning_jilli: BC positivity rate 13.74%. By far the worst in Canada, but still sending kids to overcrowded schools and full classes… 2021-01-10 20:30:53 RT @gtconway3d: "It would take entire books to catalog all of Trump’s behavioral abnormalities and try to explain them—some of which have a… 2021-01-10 17:43:47 RT @RonNehring: Russian active measures to exacerbate US social tensions began in 2015. Since 2017, few Republicans willing to engage on t… 2021-01-10 17:35:02 @victorf13 agreed: lack of clear mechanism plus high media factor -> 2021-01-10 15:51:29 RT @TajyMany: Going live in 30 mins, #TechLifeSkills Ep. 41, feat. @GaryMarcus! I found Gary when the hype for GPT-3 was fresh — he was out… 2021-01-10 15:31:40 I certainly hope that every American will watch this personal and powerful video. https://t.co/nCl3Y3dMbS 2021-01-10 14:57:02 @victorf13 i don’t buy that one, but broadening from that one to denying all possible social priming seems too broad, and even to all goals seems be too broad. “double object dative” is a low level goal, no? 2021-01-10 14:51:58 RT @sandyasm: @KarnFort1 @EntilZhaPR Some of the issues of current NLP models (covered in @emilymbender 's ACL paper) also discussed in @Ga… 2021-01-10 05:46:46 RT @JesseDamiani: Oh my God. In new footage from Jan. 6, this line of men moves as a unit up the steps of the U.S. Capitol Building. These… 2021-01-10 05:40:40 @bradpwyble for sure 2021-01-10 05:40:22 @victorf13 1. i think to some lay eyes it’s (incorrectly) all been tarnished. 2. though i am skeptical of some of the social work, social things are semantic, no? i would expect there to be some real effects, at least of modest magnitude. no? 2021-01-10 02:36:59 RT @TajyMany: With decades of experience working w/ #MachineLearning @GaryMarcus, Founder& 2021-01-10 02:22:16 @smickdougle Rudy is a less funny version of Saul. 2021-01-10 02:19:53 @pfau that’s covered under “ruse to throw off Nancy” 2021-01-10 02:16:42 Even Breaking Bad never got this tense. In the episode leading up to the season finale, Mike Veep suddenly strong arms his good buddy Don the Con, after Don tries to take a hit out on Mike. Is it just a ruse to throw off Nancy, or The Real Deal, as he tries to save his own life? https://t.co/u9Az9nnH1g 2021-01-10 01:26:48 RT @ShimonPro: Vice President Pence has not ruled out an effort to invoke the 25th amendment and wants to preserve it as an option in case… 2021-01-09 22:00:04 RT @dnvolz: I am just stunned there are some saying we need to just move on from Wednesday's events when all the documented evidence shows… 2021-01-09 20:45:52 RT @RahimiSamira: 2/6) 2) #AIDebate2 sparked joy again! :) according to both Plutchik's & #NLP #Emotionanalysis… 2021-01-09 20:40:41 RT @COFinkelstein: 2/2. The list of corporate donors to RAGA includes Koch Industries, Comcast Corporation, Walmart, Home Depot, Amazon, Ti… 2021-01-09 20:39:07 @RogerFrigola @GuillermoPuebl6 @OpenAI it’s hard to fully review something you don’t have access to 2021-01-09 18:59:42 RT @DorotheaBaur: .@YejinChoinka: "We still don’t know the full path to common sense [in #AI] yet,... (b)ut one thing for sure is that we c… 2021-01-09 18:59:20 @filippie509 2021-01-09 17:03:03 ps they also said essentially nothing about the composition of the training set, which makes what was learned almost impossible to evaluate. 2021-01-09 17:00:44 sure, sure, this is certainly a terrific xkcd cartoon about how statistics can be misused. But @openAI’s DALL-E blog post *didn’t even report statistics* https://t.co/ynFEXBlA5F 2021-01-09 16:35:46 @bradpwyble as i argued in my book Kluge, I think it is all mediated by the dynamics of content-addressable memory. 2021-01-09 16:27:45 @bradpwyble what you hear is not under volitional control 2021-01-09 16:21:12 @bradpwyble that’s an artifact of how the demo is presented 2021-01-09 16:20:10 @vineettiruvadi @bradpwyble i am sure it could be done with some other words but not all. the stimulus is clearly designed to be ambiguous. 2021-01-09 16:19:17 @andpru @bradpwyble priming is vague, but this is about as clean a demo of it as i can imagine. in the (appropriate) replicability crisis i think the baby sometimes has been disregarded, in an overreaction relative to the bathwater. 2021-01-09 15:56:13 @bradpwyble that’s priming too 2021-01-09 15:39:43 an amazing demo shows that the psychological finding of “priming” does (still) have some genuine validity. https://t.co/tMJE8VewkU 2021-01-09 14:46:03 RT @Delavegalaw: We can not heal if we do not root out the sickness. 2021-01-09 03:42:15 RT @oliverdarcy: the writers are really throwing everything short of aliens into the series finale https://t.co/Yb1Dpz5Bkt 2021-01-09 03:23:07 RT @nxthompson: "Facebook’s own research revealed that 64 percent of the time a person joins an extremist Facebook Group, they do so becaus… 2021-01-09 03:12:06 @MaxALittle ernie davis and I went through another very similar example in the opening pages of https://t.co/Pt7HZc3jTF... 2021-01-09 01:14:51 RT @tedlieu: The below is another reason why we can’t ignore the insurrection on Jan 6. Doing nothing only emboldens Trump and his domestic… 2021-01-09 01:08:19 RT @rgoodlaw: Note this bullet point in Twitter’s explanation for shutting down Trump. Dear congressional Republicans, imagine what happen… 2021-01-08 23:43:19 RT @AshaRangappa_: Do we think Pelosi knew the Twitter ban was coming and that’s why she asked about the nuclear codes 2021-01-08 22:52:45 @azeem I keep thinking about writing a piece called Terminator v Bloviator {=GPT} 2021-01-08 22:45:09 @azeem luckily my intended audiences consists entirely of humans, such as yourself :) 2021-01-08 22:39:02 this lanyard-wearing doofus already got fired and our government can’t manage to 25th the guy who incited the riot? maybe VP Pence should take some management lessons from Navistar. https://t.co/lDzv36VyPH 2021-01-08 21:57:37 RT @jheighton3: When will @CDCofBC follow advice from epidemiologists? @AshTuite: DBH should mandate masks 2021-01-08 20:33:43 RT @mkraju: Latest draft of the articles of impeachment that will be formally introduced on Monday includes one article: “incitement of ins… 2021-01-08 19:45:54 RT @BernieSanders: Some people ask: Why would you impeach and convict a president who has only a few days left in office? The answer: Prece… 2021-01-08 19:30:56 RT @neal_katyal: Phenomenal thread 2021-01-08 19:27:30 RT @BarackObama: For those who are wondering why so much attention has been focused on the response of the Capitol Police to the Trump-insp… 2021-01-08 18:59:16 this is so important. giuliani knew something was coming and said so and the game was delay. https://t.co/Cj6XEd5pdG 2021-01-08 18:47:01 . @SpeakerPelosi don’t wait. Your question has been answered. Call the vote, today. https://t.co/9VQ4xTdqPF 2021-01-08 18:30:48 RT @NaveedAJamali: Freshman GOP lawmaker and QAnon supporter @laurenboebert on the morning of the terrorist attack on Capitol building, twe… 2021-01-08 18:16:10 RT @bphuang12: I want Trump to be removed so that every 5th grader who asks “why was Mike Pence President for 2 days” hears a story about w… 2021-01-08 17:44:15 RT @rgoodlaw: On Trump’s potential criminal liability for sedition etc, 18 USC 2383-85: Exhibit 1: In real time, Republican House Minorit… 2021-01-08 17:35:56 RT @tedlieu: Watch the below video. If Impeachment is not used to address this traitorous sedition, then what the hell is it for? 2021-01-08 16:55:04 @ChrisGPotts @jwangARK @NewYorker @alex_carstensen @atticus_geiger @mcxfrank for my latest thinking around this you might read https://t.co/rbeWGMvqMO 2021-01-08 16:54:10 @ChrisGPotts @jwangARK @NewYorker @alex_carstensen @atticus_geiger @mcxfrank yes, as necessary but not sufficient condition. will add your interesting looking paper to my queue... 2021-01-08 16:50:10 2014 New Yorker essay: https://t.co/1N4qeEE9wH 2021-01-08 16:42:45 “What will it take to impress Gary Marcus?”, asks @jwangARK Answer: machines that could reliably comprehend the world, as I wrote in @NewYorker in 2014. My goalposts haven’t changed. Has there been progress towards what I called for then? Not so much. https://t.co/qFl0LWUBJA 2021-01-08 15:19:23 RT @TimNaftali: In 1974 the Articles of Impeachment against Richard Nixon were drafted by Republicans and Democrats together. It is time fo… 2021-01-08 15:17:11 RT @LukeRussert: One last thing I can’t shake, had capable foreign actors been embedded with the terrorists, they could have killed half of… 2021-01-08 15:08:54 RT @biannagolodryga: “'Trump is a political David Koresh,' said Billy Piper, a former chief of staff to the Senate majority leader, Mitch… 2021-01-08 04:01:55 RT @NateSilver538: Well finally 2021 is giving us some good news. 2021-01-08 03:53:04 RT @gregpmiller: Pentagon leaders installed as part of Trump purge last month blocked DC National Guard from getting riot gear and ammuniti… 2021-01-08 01:35:14 RT @DrLeanaWen: This has now happened. More than 4,000 deaths from #covid19 in a single day in the U.S. What was unimaginable even a month… 2021-01-08 01:27:19 RT @StevenTDennis: Capitol Police say reports, which came in part from lawmakers, that an officer has died are not correct 2021-01-08 01:21:42 this specific psychopathology reminds me of someone else https://t.co/8l0FeqJXBO 2021-01-08 01:15:43 RT @evanperez: DC US Attorney’s Office plans to open a federal murder investigation following this officer’s death, law enforcement officia… 2021-01-08 01:03:09 I am old enough to remember when Republicans said that they cared about law and order, not murdering police officers. https://t.co/5oXyckKaOs 2021-01-08 00:46:02 RT @AlexThomp: WSJ editorial board calls on Trump to resign https://t.co/ZELt1e5ACS 2021-01-07 23:18:43 @arcathorn 4 people lost their lives yesterday in the Capitol, all ardent Trump supporters. One was shot to death, another trampled to death. 2021-01-07 23:15:49 403,000 likes. he made it happen. https://t.co/PmsKRFhkus 2021-01-07 23:09:13 RT @willwilkinson: This is a monumental scandal. 2021-01-07 22:48:23 RT @waltshaub: A decade or two ago could anyone have predicted that a sitting President would instigate a deadly insurrection in the Capito… 2021-01-07 22:37:16 RT @knutson_brain: We must act now (HT @GaryMarcus): 2021-01-07 22:29:25 this is literally the most important thing I will ever retweet. please pass it on https://t.co/z6bNqqxjnQ 2021-01-07 22:25:30 @yrfgs3461 @Plinz hard to believe that as a scientist I should want an understanding of the relation between inputs and the output before drawing conclusions. 2021-01-07 21:56:31 RT @LeaderHoyer: While rioters shamefully destroyed this tribute to my brother John Lewis yesterday, let his words continue to echo in the… 2021-01-07 21:49:19 depraved video. https://t.co/fFIZe5AVSL 2021-01-07 21:45:19 @Plinz it’s a little less good at guitar standing by the bed, physics wise. i still really would like to see the training set. https://t.co/PePInEr0P4 2021-01-07 21:38:07 @Plinz yes i am also amazed but also again curious about the training set and how general that phenomenon might be 2021-01-07 21:37:27 @Plinz but eg you get the same style of cartoonish solid block color drawings if you try “an illustration of a baby chipmunk wearing a helmet walking a dog”. if it we’re a random image search you would see much more diversity. no line drawings, no stippling, no charcoal, etc. https://t.co/pKdBYOzkhi 2021-01-07 20:49:04 @Plinz touché. do you know what the training set is, and why (unlike in Google) essentially all the outputs for this query type share a common style? 2021-01-07 20:17:15 these are the people that @IvankaTrump, converted Jew, called “patriots” yesterday. her father cheered them on. https://t.co/qkbzlP80GK 2021-01-07 18:33:21 RT @mjcavaretta: Those of you interested in hearing the perspectives on the future of #ArtificialIntelligence from some of the greats in th… 2021-01-07 18:32:21 this shocking-not shocking news might actually lead to the 25th. https://t.co/JcS8XkLXKB 2021-01-07 18:09:30 @phineasgreg @Plinz the blog says almost nothing about what the training set is. we don’t know how much is a sort of extended version of lookup. and there is a long literature on the complex relation between memorization and deep learning. and, there is no paper available nor access to training set 2021-01-07 16:48:51 RT @RWPUSA: Former Attorney General Bill Barr says Trump's conduct was "betrayal of his office" https://t.co/h2rUOdJbsr 2021-01-07 16:40:06 RT @AaronBlake: Momentum building quickly for removing Trump, either by 25th Amendment or impeachment. Just in the last few minutes I've s… 2021-01-07 15:51:44 “Baseless” was the word of November and December, and, look, now it’s on track to chart again in January: https://t.co/YBdh8RomkV 2021-01-07 15:24:31 @Plinz i forgot the headphones but you get the idea. 2021-01-07 15:23:28 @Plinz google understands reflections! 2021-01-07 15:23:01 @Plinz changed panda to elephant and fed into the great intelligence that is Google and got this as hit #2. https://t.co/sWPyqXOTDi 2021-01-07 04:07:45 @nickwalton00 @NeuroMyths @OpenAI - note that they presented no metrics - assuming my speculation is correct-that they cherry picked which items to report on-we really have no idea how robust the system is 2021-01-07 03:58:56 @nickwalton00 @NeuroMyths @OpenAI right, but did they do that with every input they tried? or pick some interesting set of inputs and report results for those? if the latter, why on earth did they promote the paper after looking at < 2021-01-07 03:47:27 RT @GaryMarcus: DALL-E encapsulates everything that @OpenAI has become Dynamite preview but ... - it's not "open" - there isn't even a pa… 2021-01-07 03:15:48 RT @gabrielsherman: Per source, White House counsel Pat Cipollone told west wing staffers today not to help Trump stage a coup or else they… 2021-01-07 03:15:29 RT @ThePlumLineGS: NEW: All the Democrats on the House Judiciary Committee just wrote a letter to Vice President Pence, urging him to invo… 2021-01-07 02:32:27 RT @staceyabrams: While today’s terrible display of terror and meanness shakes us, let’s remember: @ossoff, Jewish son of an immigrant & 2021-01-07 01:34:37 RT @davidfrum: Impeach. Remove. Indict. Incarcerate. 2021-01-07 01:25:01 RT @TheAtlantic: "Schedule an impeachment vote for this very night. Stay ’til dawn. Do whatever is necessary. Avert any potential for marti… 2021-01-07 01:22:15 RT @RichardRubinDC: Ways and Means chairman, who is normally not at all quick to this sort of thing, calls for 25th Amendment. 2021-01-07 01:21:31 RT @carlquintanilla: Quite a statement from the National Association of Manufacturers: “The outgoing president incited violence in an attem… 2021-01-07 01:21:21 RT @PostOpinions: Vice President Pence should immediately gather the Cabinet to invoke the 25th Amendment. Congress, which would be requir… 2021-01-07 01:19:34 good for @jack and @twitter and thanks to people like @karaswisher and @EricTopol for speaking up: trump’s account has been temporarily locked. https://t.co/8ICsYVC9Vk 2021-01-06 23:56:46 completely agree with @karaswisher. https://t.co/x06xz6tdUj 2021-01-06 23:27:33 https://t.co/85ksnDd3ET 2021-01-06 21:46:02 What four years of Trump have wrought. Photo by Andrew Harnik @APNews. Destroyer of worlds. This is how I will remember Donald Trump, always. https://t.co/yI3fFYhx8S 2021-01-06 21:34:28 . @jack @Twitter stand up and be counted. https://t.co/VNA3S4EW18 2021-01-06 21:32:17 @donwinslow @jack stand up and be counted 2021-01-06 21:31:15 RT @donwinslow: The video statement posted just now from Donald Trump should be condemned by every single member of Congress. He continues… 2021-01-06 21:19:09 Biden: "Our democracy is under unprecedented assault" “White House adviser: Trump doesn't want to do more to calm riots” https://t.co/v9r9QgsPrn 2021-01-06 20:51:21 RT @ShaneGoldmacher: The president’s lawyer, earlier today: “Let’s have trial by combat” https://t.co/DxQDX4JIGs 2021-01-06 17:20:57 @ML_EHSAN @OpenAI in the sense of massive d aa but no subtlety about linguistics 2021-01-06 17:16:41 @IntuitMachine @OpenAI Sutton was quite clear in his answer to me at #aidebate that he saw RL as a necessary prior but not a sufficient one. 2021-01-06 17:09:59 @NeuroMyths @OpenAI the drop downs menus are what made it feel so cherry picked to me. did they really report every variation they tried? why did they post if they only tried a few hundred variations? i’d love to see the full log of queries and responses 2021-01-06 17:07:37 @IntuitMachine @OpenAI finding a good prior and building the right structure. AlphaFold is mix of those two, plus brute force. 2021-01-06 16:56:16 DALL-E encapsulates everything that @OpenAI has become Dynamite preview but ... - it's not "open" - there isn't even a paper (yet) - just a demo of presumably cherry-picked examples - it's all brute force - it's not reliable Reminds me lot of #Cyberpunk2077, tbh 2021-01-06 16:44:17 @titudeadjust @IntuitMachine nobody would ever use a compiler that is 90% correct. 2021-01-06 16:36:25 strong and possibly true claim. anyone want to disagree with @luislamb that “the interpretability of AI systems demands a formal semantics”? @openAI’s DALL-E doesn’t have one, and it shows. https://t.co/gjFVApglRo 2021-01-06 15:44:28 @loretoparisi @OpenAI it doesn’t understand *anything*. it draws statistical associations that are sometimes correct and sometimes not. 2021-01-06 15:34:37 @LittleBimble but see also https://t.co/UbSDhZHHTc 2021-01-06 15:05:40 The hidden but clear lesson from DALL-E (& 2021-01-06 14:53:11 RT @Grady_Booch: The mind is not one thing, but many. -- @GaryMarcus https://t.co/sbQPDZw6yR 2021-01-06 14:52:49 RT @TomerUllman: I am impressed with DALL-E demos and at the same time perplexed by lack of generalization. If you can (sort of) do 'red cu… 2021-01-05 20:41:45 RT @ossoff: Imagine a Senate majority that believes in science. 2021-01-05 16:35:36 “April 2019 Elon Musk promised...by the end of 2020 there would be a million Tesla robotaxis on the road (via a magical software update ....) And here we are, 2020 is over and there are zero Tesla robotaxis on the road” & 2021-01-05 14:56:57 RT @luislamb: NeurIPS panel on human intelligence vs AI: w/@frossi_t @GaryMarcus @kahneman_daniel & 2021-01-04 22:21:57 RT @AllysonEttinger: Check out Lang's #EMNLP2020 paper! We look for evidence of phrase meaning composition in transformers, and find that w… 2021-01-04 20:33:00 “recording of President Trump pressuring...Georgia secretary of state to overturn the results of the election is a harrowing moment in the history of our democracy...Though the number of his days in office is dwindling...only appropriate response is to impeach Mr. Trump. Again.” https://t.co/bIk9nseDQ4 2021-01-04 18:25:11 RT @AGI_Developer: @linked_do @GaryMarcus Great interview! That @GaryMarcus is controversial is a testimony to the delusion of current "AI… 2021-01-04 16:57:42 RT @linked_do: Rebooting AI: The journey toward robust artificial intelligence. Deep learning, knowledge graphs, and the future of AI. Feat… 2021-01-04 16:23:19 RT @Montreal_AI: AI DEBATE 2: Margaret Mitchell’s Remark @mmitchell_ai “Ethics in the Vision and Language of Artificial Intelligence” Off… 2021-01-04 15:25:08 RT @kdpsinghlab: Statistician: The p-value is 0.16780. Clinician: All I want to do is this. I just want you to remove 0.11780, because I… 2021-01-04 02:40:12 RT @LeahLitman: At the impeachment hearings (ONE year ago!), Pam Karlan tried to warn us that Trump could try and bully state officials jus… 2021-01-04 01:09:25 RT @EricTopol: Just think of all the phone calls not recorded and released 2021-01-03 17:38:04 RT @Montreal_AI: AI DEBATE 2: Yejin Choi’s Remark @YejinChoinka “Commonsense AI: Cracking the Longstanding Challenge in AI” Official Vide… 2021-01-03 14:52:02 RT @data_nerd: What do we need to push #AI to the next level? Important debate on the future of AI by scientists from different background… 2021-01-03 07:31:55 RT @luislamb: Our remarks on the future of interpretable AI & 2021-01-02 19:30:18 RT @Abel_TorresM: @bendee983 @GaryMarcus @drfeifei @YejinChoinka @luislamb @yudapearl @kenneth0stanley What do we need? I’d say: keep openl… 2021-01-02 19:30:01 RT @luislamb: A great piece on the future of AI @ceobillionaire @GaryMarcus @yudapearl @drfeifei @YejinChoinka @kenneth0stanley 2021-01-02 18:30:20 RT @anh_ng8: Do SotA natural language understanding models care about word order? Nope , 75% to 90% of the time, for BERT-based models, o… 2021-01-02 18:28:45 RT @DrZoeHyde: I hope my position on children and COVID-19 is clear to all who follow me, but I want to make it crystal clear to those in U… 2021-01-02 18:14:38 RT @bendee983: My first article of the year: What do we need to push AI to the next level? Important debate on the future of AI by scienti… 2021-01-02 17:23:13 wonderful that #AIDebate2 is inspiring people to read more cognitive science! https://t.co/8RK7pDXKiD 2021-01-02 16:26:29 RT @NourNaim88: “ to Next Decade in AI = deeper understanding & The Next Decade in AI: Four Steps Towards Robu… 2021-01-02 04:51:30 RT @Montreal_AI: AI DEBATE 2: Rich Sutton’s Remark @AmiiThinks “Reinforcement Learning is the Computational Theory of Intelligence” Offic… 2021-01-02 02:40:47 RT @rodneyabrooks: My annual review of my Jan 1, 2018, predictions for AI& 2021-01-01 18:31:37 RT @gargi_balasu: https://t.co/2pyc7hWT8i Refreshing article in the January @CACMmag! @GaryMarcus Ernest Davis thank you for throwing light… 2021-01-01 16:41:32 RT @Montreal_AI: AI DEBATE 2 "It takes a village to raise an AI that’s ethical, robust, and trustworthy" - @GaryMarcus Official Video: ht… 2021-01-01 15:43:04 RT @yudapearl: Sharing 2020 quotes that will guide me into 2021: "The data-fitting school is driven by the faith that the secret to rationa… 2021-01-01 00:40:32 @MahsooSalimi and see also https://t.co/iFJ1q4pTKI 2020-12-31 21:52:22 @yudapearl compatible with what Davis and I said about same term in https://t.co/C6XodPts1W, but yours is sharper. 2020-12-31 20:42:38 2020: @ylecun says his position has hardly changed 2019: said @garymarcus arguing that GPT lacks robust representation of events was a “rear-guard battle” 2018: said “Deep Learning: A Critical Appraisal” was “mostly wrong” https://t.co/0MV9SKEo1Y https://t.co/IdKP2NSfBa 2020-12-31 20:26:28 @ylecun so, why, when i said all this in 2018 and 2020 did you attack me for saying it? 2020-12-31 20:25:43 RT @itsAlbatli: " to Next Decade in AI = deeper understanding & 2020-12-31 17:46:16 @prantik_deb @AvilaGarcez @luislamb please start by reading the Arxiv i attached and watching #AIDebate2 https://t.co/KQ0zDlfqiD 2020-12-31 17:20:10 #neurosymbolic advances will likely lead the way. @AvilaGarcez @luislamb 2020-12-31 17:16:48 Forgets GPT3. Real #AI news of 2020 is that @ylecun & to Next Decade in AI = deeper understanding & 2020-12-30 18:34:38 RT @tribelaw: This is a masterpiece of journalism covering a tragedy for which Donald Trump and his enablers must bear heavy responsibility… 2020-12-30 18:02:12 RT @Montreal_AI: ‘The Debate of the Next Decade’ — AI Debate 2 Explores AGI and AI Ethics Synced: https://t.co/UveYYETU33 #AIDebate #AIDe… 2020-12-30 15:29:47 RT @Montreal_AI: AI DEBATE 2: Fei-Fei Li’s Remark @drfeifei “In search of the next AI North Star: a tale of two kittens” Official Video:… 2020-12-30 01:27:57 RT @sjdalf: "What we need is not just deeper learning [i.e. more layers in a neural network], but deeper understanding … systems that can t… 2020-12-29 23:36:34 RT @jonerp: @martinwaxman @GaryMarcus @alexsevigny Some jots I made from the replay: - decision hygiene (excellent phrase) - terrific disc… 2020-12-29 17:09:55 RT @martinwaxman: If you got a bunch of leading #AI researchers and scholars in a room - er Zoom - what opportunities, issues and challenge… 2020-12-29 02:40:25 RT @soranghadri: Highly recommended event and here is the link https://t.co/EIiz14Chmx 2020-12-29 01:59:36 RT @BethCarey12: @Montreal_AI @TiernanRayTech @ZDNet @frossi_t @AmiiThinks @mmitchell_ai @yudapearl @luislamb @celestekidd @GaryMarcus @dor… 2020-12-28 23:42:03 RT @iraphas13: An incredible event, which you can watch here: https://t.co/BF4KuLqZHU 2020-12-28 19:24:46 RT @luislamb: A beautiful review of AI in 2020 by @Whats_AI w/@GaryMarcus @luislamb @AmiiThinks @drfeifei @rcalo @mmitchell_ai @celestekidd… 2020-12-28 18:15:40 RT @JhendersonIMB: Much food for thought here that is relevant for evaluating deep learning models, including models of eye movement contro… 2020-12-28 17:00:09 RT @TheScottLove: Wonderfully lucid writing. Colleges offering Physiological Psychology, Neuroscience and CS courses should make this Marc… 2020-12-28 16:59:52 RT @MikeHypercube: Great summary of why we need formal semantics in AI. We need to start to work towards some kind of AI architecture tha… 2020-12-28 16:03:55 RT @berilsirmacek: Gold 2020-12-28 15:36:02 if you enjoyed #AIDebate2, you might also enjoy Insights for AI from the Human Mind By Gary Marcus & adapted from https://t.co/C6XodPts1W, just out @CACMmag https://t.co/BgSNBxajWO 2020-12-28 14:49:51 RT @MJayatilake: The future of AI is way more than training and predicting on a dataset. Hugely inspired by the ideas presented in this deb… 2020-12-28 03:18:02 https://t.co/bveF1avKCS 2020-12-28 01:02:28 @spiantado @elonmusk information-processing is presumably necessary but not sufficient 2020-12-28 00:57:57 @hardmaru 2020-12-28 00:49:32 i don’t follow, @elonmusk. weather simulations don’t get wet 2020-12-28 00:05:52 RT @BethCarey12: I agree with you @luislamb - @GaryMarcus and @yudapearl ARE heroes for their relentless challenging of a paradigm and ide… 2020-12-27 17:29:44 RT @luislamb: A beautiful video and review by @Whats_AI - A review of the year 2020 in AI - with comments by @GaryMarcus @drfeifei @luislam… 2020-12-27 16:40:37 RT @Whats_AI: 2020: A Year Full of Amazing #AI Papers - A Review + Where do you want AI to go? Ft. @GaryMarcus, @drfeifei, @luislamb, Chris… 2020-12-27 00:57:36 RT @PatisNLU: The magnificent end of year #AI Debate 2 delves into deep and diverse research perspectives covering still unsolved problems… 2020-12-26 19:43:57 RT @Montreal_AI: AI DEBATE 2 Final Words, Readings, Slides and Relevant Materials "Readings that harmonize with the great AI Debate #2" -… 2020-12-26 18:41:41 RT @seanmcarroll: Makes sense that Newton was born on Christmas. Classical mechanics is like Santa: a perfectly sensible beginner belief sy… 2020-12-26 13:43:05 RT @yaneerbaryam: What is the EXIT strategy? Is there a practical strategy for return to the normal life as we knew it, or did we yield to… 2020-12-25 17:12:28 RT @timFinin: Tiernan Ray wrote a detailed report on @ZDNet about yesterday's AI Debate 2 hosted by Gary Marcus and Vincent Boucher. 16 sch… 2020-12-25 06:00:50 RT @ImageSnippets: Really loved the #AIDebate2 led by @GaryMarcus . So many excellent presentations and discussions. 2020-12-25 00:02:16 RT @UrsulaBrinkmann: @GaryMarcus catching up with the last 2 hours of the #AIDEBATE2 The night of the Thousands today was certainly the bes… 2020-12-24 22:55:32 RT @luislamb: @yudapearl @GaryMarcus @ceobillionaire @mmitchell_ai @frossi_t @celestekidd @rcalo @kahneman_daniel @doristsao @kenneth0stanl… 2020-12-24 22:27:14 RT @yudapearl: @luislamb @GaryMarcus @ceobillionaire @mmitchell_ai @frossi_t @celestekidd @rcalo @kahneman_daniel @doristsao @kenneth0stanl… 2020-12-24 22:26:54 RT @Montreal_AI: @tylerwillis @betolive @GaryMarcus @yudapearl @osazuwa @kenneth0stanley @YejinChoinka @doristsao @celestekidd @mmitchell_a… 2020-12-24 19:42:40 with @SchmidhuberAI and @DeepMind starting to pay more attention to Neurosymbolic approaches to AI, this tweet from almost a year ago has taken on renewed relevance: https://t.co/b10vKPXzTG 2020-12-24 19:37:55 RT @neuro_data: We all know about various unethical things that have resulted from recent developments in AI, what are the ways that recent… 2020-12-24 19:10:50 RT @jonerp: AI Debate 2: Night of a thousand AI scholars https://t.co/lGTU1OjyXQ -> 2020-12-24 15:43:13 @UrsulaBrinkmann @yudapearl https://t.co/2AcUc3TW4c 2020-12-24 15:22:13 @UrsulaBrinkmann @yudapearl see my book Kluge and a lot of Kahneman’s work :) 2020-12-24 14:41:27 RT @luislamb: AI debate #2 report. “Night of a thousand AI scholars” 2020-12-24 03:45:13 RT @dorait: The future with (and of) AI. #AIDebate2 @GaryMarcus did a great job of moderating the entire event. I got a much different vi… 2020-12-24 02:32:59 RT @LucaSambucci: A great take from @frossi_t on AI: Artificial Intelligence as "a way to reflect on our values. Be more aware and more cl… 2020-12-24 01:28:50 RT @luislamb: @celestekidd @GaryMarcus @ceobillionaire @kahneman_daniel @drfeifei @doristsao @frossi_t @mmitchell_ai @osazuwa @yudapearl @r… 2020-12-24 01:04:06 @rcalo @ZDNet @TiernanRayTech 2020-12-24 01:03:20 RT @robinc: So this debate was special because: 1) Extremely diverse top-shelf minds, but also 2) No big corp sponsorship made it feel edgy… 2020-12-24 01:02:58 RT @celestekidd: And #AIDebate2 is archived on YouTube w/ @GaryMarcus @ceobillionaire @kahneman_daniel @drfeifei @doristsao @frossi_t @mmit… 2020-12-24 01:02:33 RT @rcalo: Great (and fast! GPT-3?) write up of our #AIDebate2 event over @ZDNet https://t.co/u8rdNnoT2g cc: @GaryMarcus 2020-12-24 00:37:20 RT @betolive: this year's Christmas #AI present: #AIDebate2 was the closest to Woodstock we could get in a year like this. Already excit… 2020-12-24 00:32:55 RT @KarimKhan_IMHA: One of the take-home quotes: "It will take a village to raise Artificial Intelligence that is ethical, robust and trust… 2020-12-24 00:32:43 RT @rcalo: You can watch the entirety of #AIDebate2 here https://t.co/yNThB4gqwy. Thanks to the thousands (!) that tuned in and to @GaryMar… 2020-12-24 00:32:36 RT @kl4sp: Som vanlig kom jeg i gang alt for sent med karamellpuddingen, men som i fjor kunne jeg samtidig følge en flott AI-debatt med man… 2020-12-23 19:28:53 excited to hear @mmitchell_ai discuss her new paper with @timnitGebru and @emilymbender, today at @ #AIDebate2 https://t.co/vYif2xQnLS 2020-12-23 19:14:03 RT @CACMmag: "Insights for AI from the Human Mind," by @GaryMarcus and Ernest Davis, says the #cognitive sciences offer clues on how to bui… 2020-12-23 16:55:10 RT @ak_panda: ଏହି ତର୍କଟି ଗୁରୁତ୍ୱର କଥା, ଆପଣ ନବୁଝିପାରିଲେ ମଧ୍ୟ ଶୁଣିବା ପାଇଁ ଚେଷ୍ଟାକରନ୍ତୁ, କିଛି ବିଶେଷଜ୍ଞ ମଧ୍ୟ ସବୁକଥା ବୁଝିନଥାନ୍ତି ! ଆଉ ୪ ଘଣ୍ଟା ପ… 2020-12-23 16:26:25 RT @betolive: Para liderar el diseño de la nueva normalidad, la Inteligencia Artificial debe avanzar con un enfoque multidisciplinario. No… 2020-12-23 14:51:48 RT @dhasemusic: This sounds pretty cool https://t.co/M1LVq4BEuN 2020-12-23 14:51:16 RT @chipro: Is your model fast? No Is it cheap? No Does it at least solve our problem? No … But it’s StAtE oF tHe ArT 2020-12-23 04:58:01 @SpeciesTypical yes @Montreal_AI is recording and will post a link in due course 2020-12-23 04:57:21 RT @neuro_data: @GaryMarcus Is anybody running zoom parties to watch together in small groups so we can have side debates? 2020-12-23 04:43:14 RT @symbiomancer: @GaryMarcus Awesome lineup and topics! Looking forward to it 2020-12-23 04:42:07 RT @williamstome: That lineup! 2020-12-23 03:40:15 RT @Montreal_AI: 23 December 2020: #AIDebate2 Questions for the upcoming debate? Submit via this web form! https://t.co/vH0ysZvkwk https… 2020-12-23 02:36:54 Wednesday afternoon, for free and open to the public, sixteen leading researchers in neuroscience, machine learning, AI and psychology converge. Topics below. RSVP : https://t.co/6WxwxYXDZi https://t.co/c9QSLenIY0 https://t.co/wwwpKFlvTW 2020-12-22 22:53:12 RT @mipsology: Looking forward to hearing great insight on the future of #AI from a who's who of industry experts! 2020-12-22 17:13:24 RT @punkstrategy: This is the Woodstock of #machinelearning . Do not miss. https://t.co/XrylbMT7Ss 2020-12-22 16:38:22 Topics for Wedesday's all-star #AIDebate2! featuring @yudapearl @drfeifei @mmitchell_ai @YejinChoinka @rcalo @kenneth0stanley @frossi_t @AmiiThinks @luislamb @osazuwa @celestekidd @doristsao @AdamMarblestone D Kahneman B Tversky & Christof Koch https://t.co/KQ0zDlfqiD https://t.co/tsAxalzDtW 2020-12-22 14:12:02 RT @Montreal_AI: ONE Day! #AIDebate2 Speakers: @rcalo, @YejinChoinka, @mmitchell_ai, @frossi_t, @drfeifei, @AmiiThinks, @luislamb, @yudape… 2020-12-21 20:04:22 @hyonschu