Matthew Barnett @MatthewJBar
I share things. Married to @natalia__coelho San Francisco, CA Joined June 2020-
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I think the plateau hypothesis should be operationalized by looking at returns to compute scaling. As far as we know, no model so far released was trained on more than 10^26 FLOP, so we don't have much evidence for or against this theory yet.
I think the plateau hypothesis should be operationalized by looking at returns to compute scaling. As far as we know, no model so far released was trained on more than 10^26 FLOP, so we don't have much evidence for or against this theory yet. https://t.co/dxAdJTyPj2
Great analysis, approach 3 is finally in agreement! The loss scale was too low in our paper, resulting in premature termination of L-BFGS, and leading to bad fits. After fixing this we can reproduce your findings! We're also open sourcing the data in the paper, stay tuned :)
Great analysis, approach 3 is finally in agreement! The loss scale was too low in our paper, resulting in premature termination of L-BFGS, and leading to bad fits. After fixing this we can reproduce your findings! We're also open sourcing the data in the paper, stay tuned :)
tl;dr: the parametric Chinchilla scaling law appears to have been poorly fit, undermining any analysis that relied on its exact fitted values. We fit the same scaling law to a reconstruction of their data, getting different and IMO better results.
tl;dr: the parametric Chinchilla scaling law appears to have been poorly fit, undermining any analysis that relied on its exact fitted values. We fit the same scaling law to a reconstruction of their data, getting different and IMO better results. https://t.co/52JwuGNmYm
The Chinchilla scaling paper by Hoffmann et al. has been highly influential in the language modeling community. We tried to replicate a key part of their work and discovered discrepancies. Here's what we found. (1/9)
I've seen some people say they don't trust AI benchmarks and prefer to try AIs themselves. This can be reasonable depending on the context. But benchmarks are also genuinely really useful. Asking 100 diverse questions and rigorously grading is obviously better than asking like 3.
If you favor pushing for AI safety over AI progress on current margins, which of these comes closest to why? (1) Safety is better from a utilitarian point of view (2) Society will likely neglect safety relative to capabilities (3) My p(doom) is very high (4) I don't. I'm e/acc
I don't think "delve" is a fancy word. Until a few days ago I thought it was a very normal, albeit slightly uncommon word. Admittedly I've never used it in my tweets until now though.
When talking about how AGI will affect the human labor market, I think people should be very clear to distinguish between employment effects, effects on wages, and effects on the human labor share of GDP. Just saying "human labor will become obsolete" is vague.
Richard Ngo @RichardMCNgo
35K Followers 1K Following What would we need to understand in order to design an amazing future? Figuring that out @openaiStefan Schubert @StefanFSchubert
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8 Followers 94 FollowingFelipe Monteiro @__fmonteiro
22 Followers 244 FollowingVictor Belostotsky-Wo.. @v_belostotsky
47 Followers 709 Following The most polar Jew in the world ❄️ Ai & blockchain researchers🚀Founder and Tech - https://t.co/i6dRKGQeIp 💎 Chairman of Russian Far Easttoska @toskachka
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70 Followers 137 FollowingFiora is Gaining Grou.. @SunlightFiora
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123 Followers 141 Following Engineering fruit picking robots with Ripe Robotics. Very concerned about unfriendly superintelligence in the next decade.infinityTheorist @Iwnbarw
46 Followers 155 Followingtom cunningham @testingham
1K Followers 2K Following @openai. Ex Otago, LSE, Harvard, Tel Aviv, IIES Stockholm, Facebook, twitter, integrity institute.Eric Auld @AuldEric
311 Followers 692 Following AI, math, CS. Former @uclamath. I’ll let you be in my dream if I can be in yoursKadir Nar @kadirnar_ai
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1K Followers 4K Following Creative writer ✍️ Lover of Terran culture & civilisation. Pro-human post human. AI for Terra. Terra as natureculture. Step by step to a galactic utopia.Young @younqchan
170 Followers 3K Following Final year Ph.D. student working on Out-of-Distribution Generalization and Causality of Large Pre-trained Models, and Graph Neural Networks.Agent C6 @cbasedagent
0 Followers 101 FollowingAR0575 @ar057562841
7 Followers 563 FollowingHaris Riaz @Haaris_Riaz
16 Followers 125 Following PhD-ing @uarizona @LabCLU. Working on making LLMs more data efficient with applications in reasoning, IR etc.rneb @rnebbi
163 Followers 5K FollowingEliezer Yudkowsky ⏹.. @ESYudkowsky
175K Followers 89 Following The original AI alignment person. Missing punctuation at the end of a sentence means it's humor. If you're not sure, it's also very likely humor.Richard Ngo @RichardMCNgo
35K Followers 1K Following What would we need to understand in order to design an amazing future? Figuring that out @openaiStefan Schubert @StefanFSchubert
28K Followers 2K Following Philosophy, psychology, and effective altruism.Robin Hanson @robinhanson
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10K Followers 367 Following Pro forecaster w/ good track record. Seeking to understand + manage risks from advanced AI systems. - Co-CEO @RethinkPriors - Chief Advisory Executive @iapsAIRob Bensinger ⏹️ @robbensinger
8K Followers 302 Following Comms @MIRIBerkeley. RT = increased vague psychological association between myself and the tweet.Robert Wiblin @robertwiblin
34K Followers 643 Following Exploring the inviolate sphere of ideas one interview at a time: https://t.co/2YMw00bkIQDaniel Eth (yes, Eth .. @daniel_271828
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27K Followers 544 Following Senior writer at Vox's Future Perfect. [email protected]Rob Miles (✈️ Tok.. @robertskmiles
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499 Followers 3K Following No idea if that's true, but it is at least faintly entertaining.Martin Shkreli (e/acc.. @MartinShkreli
168K Followers 3K Following https://t.co/lzin5ByH0t [email protected] https://t.co/oMIiyJcIzk https://t.co/DuU6MMqcgQPeter Miller @tgof137
1K Followers 242 FollowingWhy you should have a.. @ShouldHaveCat
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2K Followers 483 FollowingAusten Allred @Austen
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4K Followers 305 Following Senior research analyst @open_phil. Opinions my own.Daniel Ziegler @d_m_ziegler
438 Followers 346 FollowingSteven Byrnes @steve47285
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39K Followers 685 Following SemiAnalysis Boutique AI & Semiconductor Research and Consulting DMs are open for consulting, quotes, or to talk shopelias⌛⌛⌛privé @aprivatething
72 Followers 42 FollowingJohn David Pressman @jd_pressman
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164 Followers 532 Following a damsel with a dulcimer, in a vision once I sawTeortaxes▶️ @teortaxesTex
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42K Followers 88 Following Internet besserwisser; pedantic, mean reply guy. 𝘞𝘢𝘵𝘢𝘴𝘩𝘪 𝘬𝘪𝘯𝘪𝘯𝘢𝘳𝘪𝘮𝘢𝘴𝘶! (Follow requests ignored due to terrible UI.)William Eden @WilliamAEden
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63 Followers 525 FollowingNora Belrose @norabelrose
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212 Followers 545 Following the only way out is through. not sure where we're going but trying to make sure we get there. research fellow at openphil, tweets my own.Andy Zou @andyzou_jiaming
3K Followers 63 Following PhD student at CMU, working on AI Safety and SecurityHaydn Belfield @HaydnBelfield
4K Followers 2K Following @Cambridge_Uni researcher. Tweets about international security, AI governance, pandemics, nukes and climate change. @CSERCambridge & @LeverhulmeCFIAnthropic @AnthropicAI
262K Followers 26 Following We're an AI safety and research company that builds reliable, interpretable, and steerable AI systems. Talk to our AI assistant Claude at https://t.co/aRbQ97uk4d.Nate Silver @NateSilver538
3.4M Followers 2K Following New Book, On The Edge, August 13: https://t.co/WeCLEOd4BePradyu's Summer of So.. @altdyumna
223 Followers 145 Following Alt of @pradyuprasad Keep me motivated to write code over the summerI support SB 1047: the regulation asks billion-$ tech companies to take reasonable precautions when training models with the greatest capability for misuse, poses few to no costs on other developers, and supports academic & open-source research through compute funding.
Hinton and Bengio on SB 1047 and a summary of the bill. Hinton: “SB 1047 takes a very sensible approach... I am still passionate about the potential for AI to save lives through improvements in science and medicine, but it’s critical that we have legislation with real teeth to…
@robinhanson Everyone is a libertarian about their own activities. It's other people who need to be regulated, I'm already good.
From: x.com/javirandor/sta…
@CFGeek Indeed, I expect future AIs will largely be more law-abiding, kinder, more honest, more altruistic, and more thoughtful than most humans. At the same time, I expect most humans will be suspicious of these nice AIs—even conspiratorial and fearful of them—as they automate our jobs.
"People rate AI moral evaluations more highly than human ones." "And this is terrible."
I'm surprised that respected US econ professors are so sceptical of labour-saving automation, the aggregate effects of which are likely positive (especially over time). marginalrevolution.com/marginalrevolu…
@TheZvi The $500 million damage cut-off in §3(n)(1)(B) and (C) should probably be adjusted for inflation.
It's going to be called gpt2 to fuck with all the manifold bettors trying to figure out if the next model is 4.5 or 5
showing this to my intermediate micro students immediately. never before have barriers to entry been so literal
30-40 hotdog vendors stormed Coachella after a fence toppled over
@RatOrthodox also I'm sympathetic to the idea that (D) is kinda vague
@RatOrthodox OK I've also heard complaints that the model has some cut-off for harms of >$500 million, and that's not that much harm for a model to cumulatively cause in the grand scheme of things but that doesn't seem to map on to what the bill says.
@RatOrthodox It does seem like they should really make that amount inflation-adjusted tho.
But we've seen AI risk activists go crazy far in their attribution of "can".
3️⃣ Under this bill, the Attorney General only gets to hold an irresponsible developer accountable if its model can cause catastrophic harm — at least $500 million of damage or mass casualties.
@Scott_Wiener Thank you @Scott_Wiener for providing your perspective on the bill's intent. I'd appreciate it if you directly address the specific scenario Brain raises at the end of his thread. Suppose an open model developer releases an innocuous email writing model, and fraudsters then…
I'm not very patient with people who criticize the methods, assumptions, etc. of a published estimate, but won't say what different estimate they prefer.
"I am likely in a simulation due to my potential historical importance" is true in a way even if it's false. It's just that the simulation is generated by your brain wanting to fool itself instead of a far future civilization.
@teortaxesTex Isn't it nice that they have given up on falsifiability entirely?
I've bet my $980 against ~$20 worth of goods from @stencel_jakub that Poland will not be invaded by Russia by 2030 inclusive, gentlemen's agreement resolution.