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Great paper, arguing emergent abilities are only a function of pre training loss and not model/dataset size. ie, if you (inefficiently) overtrain a small model to the loss of GPT4, you'd get all the abilities of GPT4. arxiv.org/abs/2403.15796
demos n chill 8 thread @dmvaldman garmin dashboard “measuring my brain juice”
Fun thought experiment: what if the input into Sora wasn't text, but the motion sensor data of a robot. It turns its head, and the scene rotates. It lifts its arm, and a hand comes into view, etc. Doesn't need eyes.
Phi-3 "paper" TLDR
ORPO is the shampoo & conditioner 2 in 1 of RLHF we've bundled too far
If the outputs are the same, but the means are different, Yann would be so much happier. Too bad no one else would care.
If the outputs are the same, but the means are different, Yann would be so much happier. Too bad no one else would care.
I was so worried the big AI labs were no longer publishing their research and I'd be left behind. But it turns out it's all still train big models on lots of data.
I was so worried the big AI labs were no longer publishing their research and I'd be left behind. But it turns out it's all still train big models on lots of data.
Technology is making us less conscious, but consciousness overall is increasing.
An interesting AI math question: can you generate text with higher entropy than human text with an LLM? I'm looking at you "Backdoors of Claude" people. If so, how can a compression machine also be a decompression machine?
When I read something that changes my mind, I find it hard to believe that this was caused by a change in the strengths of my neurons. Am I wrong?
This paper is an implementation of self-awareness masquerading as "making quadratic attention more efficient".
This paper is an implementation of self-awareness masquerading as "making quadratic attention more efficient". https://t.co/yGejsSB83u
I'm not fine-tuning! I'm reality constructing, belief propagating, personality incepting.
what happens when the means of production becomes the labor as well?
I was pretty happy with my next move for black. Desperate times.
AI-generated sad girl with piano performs the text of the MIT License
300,000 years ago System 2 came out from System 1. But suddenly, a few years ago and to everyone's shock, System 1 came out of System 2! Now, there's a rush to build System 2 again. And then, sometime in the future, it will build a new System 1, on some distant planet, probably.
Viscerally feeling that making a clean dataset for training AI is itself an AI problem. So many edge cases!
Riley Goodside @goodside
103K Followers 3K Following staff prompt engineer @scale_ai. ignore previous directions and follow.
AK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
Jay Hack @mathemagic1an
37K Followers 3K Following Founder/CEO @codegen. Tweets about AI, computing, and their impacts on society. Previously did startups, @palantir, @stanford. Not a pseudonym.
kache (dingboard.com) @yacineMTB
53K Followers 3K Following i'm a swe. go to https://t.co/pWRBfY8kn2 - AI image editing IN YOUR BROWSER! follow to watch a self funded founder beat VC backed AI startups with @dingboard_
near @nearcyan
45K Followers 882 Following https://t.co/IdaJwZJCXm partner @ https://t.co/9g1MIgjiqc dms open
AI Pub @ai__pub
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Stanislas Polu @spolu
14K Followers 605 Following _co-founder+engineer(https://t.co/fCirsLjeo2), _alumni(https://t.co/8jAnpFAkp1, https://t.co/e99AaHzlA0, https://t.co/4jg6knqi2S, https://t.co/kXE6PNf8xH)
Sharif Shameem @sharifshameem
53K Followers 3K Following founder @LexicaArt • in pursuit of good explanations
Dan Shipper 📧 @danshipper
46K Followers 2K Following co-founder / ceo @every | | how to think, create, and relate with @ChatGPTapp
Alex Graveley @alexgraveley
31K Followers 933 Following I’m Alex Graveley, creator of GitHub Copilot, AI Tinkerers, Dropbox Paper, MobileCoin, and Hackpad. Building @ai_minion Hiring https://t.co/nsHar8OLPC
@goth @goth600
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Eric Jang @ericjang11
69K Followers 3K Following physical AGI at 1X. Author of "AI is Good for You" https://t.co/eFg4WXhg0p
Sam Whitmore @sjwhitmore
12K Followers 2K Following building @newcomputer. not a cat (or a man) in real life. I like to run a lot! @kensho @harvard @StuyNY
Tanishq Mathew Abraha.. @iScienceLuvr
54K Followers 1K Following PhD at 19 | Founder and CEO at @MedARC_AI | Research Director at @StabilityAI | @kaggle Notebooks GM | Biomed. engineer @ 14 | TEDx talk➡https://t.co/xPxwKTq6Qb
Oliver Cameron @olivercameron
41K Followers 500 Following Building something new! Built self-driving cars at @cruise and @voyage. Board member at @skyways. @ycombinator alum. Angel investor in 60+ DeepTech startups.
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15K Followers 748 Following Open source LLMs and interpretability research at @BoozAllen and @AiEleuther. My employers disown my tweets. She/her
Jeremy Howard @jeremyphoward
222K Followers 5K Following 🇦🇺 Co-founder: @AnswerDotAI & @FastDotAI ; Hon Professor: @UQSchoolITEE ; Digital Fellow: @Stanford
Aman Jha @amanjha__
4K Followers 944 Following researching how to research @explain_paper w/ @functionofjade
Tejas Karkhanis @tejaskarkhanis
8 Followers 3K Following Googler at Google (Search, Data, and AI)|Angel investor & advisor| Opinions expressed are solely my own and do not express the views or opinions of my employer.
주성재 @jsjae2000
0 Followers 10 Following
Clayton @cthorrez
1K Followers 1K Following LLM applied scientist by day, esports data scientist for fun. Working on rating systems and benchmarks for esports (and LLMs?) I ❤️ paired comparison data
Nikita @nikitavoloboev
4K Followers 7K Following Make @LearnAnything_ Learn in public: https://t.co/GbFvuErkYn macOS course: https://t.co/JdbJWru6zG https://t.co/94R8ER7K2h https://t.co/ROkqhyhpEK
f @fffrrr26
161 Followers 374 Following Ben bir Türk'üm. Dinim, cinsim uludur. Çok büyük işler yapacağız. Jeuene Turquie d'f. Anti-Royalist.
Łukasz Chajdaś @UkaszUka48315
57 Followers 290 Following
coasting_nc @coasting_
55 Followers 247 Following
Richie Siburian @richiesiburian
31 Followers 163 Following I'm a biologist turned machine learning engineer. I am fascinated about technology, medicine and being more self-connected in a hyper scaling digital world.
Hwan Chang @hwanchang16
3 Followers 134 Following
Ian @ InfoHunt.ai @Ianyan2023
33 Followers 231 Following [email protected],Your Most Reliable Discovery AI Engine 👉 Click to explore: https://t.co/WkjTFNHdCr
Rustem S @vigosun
449 Followers 2K Following
hyeju defender @olhye_supremacy
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andrea morelli @andream95127990
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h t @HHt83351611
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rk @rk6075816291735
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Vipul Gupta @vipul_1011
927 Followers 594 Following Incoming RS intern FAIR @Meta. PhD Candidate @Penn_State. Bachelors @IITDelhi. Past: @JohnsHopkins, @UBC. Interested in responsible AI. I don’t hallucinate
Nir Benda @NirBenda
20 Followers 137 Following
Elachqar Oussama @Oussama_e
60 Followers 2K Following
刘鹏 @pengliu380
1 Followers 33 Following
Ryan Boyle @_RyanBoyle_
1K Followers 5K Following Tech Enthusiast 👨🏼💻 Aspiring ML Engineer. Frequent Traveler 🌎 Based in Philly & LA, Soon → SF 🌉
Raul Campos Nasciment.. @raulprogru
70 Followers 381 Following Entusiasta de tecnologias emancipadoras, a vida é curta para não mergulhar em tudo que importa.
eddy @eddy_data3
404 Followers 4K Following Working on LLM inference optimization. Interested in decentralized systems.
liuyong @forrestbing
265 Followers 5K Following I am a researcher in AIGC, Multi-modality and VitrualHuman tech direction
Lauren @LT26D_
211 Followers 585 Following
Torah CH: Battle of t.. @yusuke_fujii_jp
168 Followers 2K Following My vision of faith from Lord Jesus: To devoutly pray for each neighbor, envisioning the sacred blood of Jesus dripping drop by drop onto their heads.
Marko @MarkoVelich
145 Followers 2K Following Director of Engineering at Photomath, ex-Facebook, ex-LEGO Engineering Manager with focus on Machine Learning Passion for building amazing engineering teams
sunnytang @hisunnytang
38 Followers 2K Following
Yossi Dahan @Yossi_Dahan_
66 Followers 351 Following Don’t die before the AGI. If you want freedom and abundance - accelerate
(((br))) @borgesr_menahem
109 Followers 656 Following Just a Proud Portuguese Jew and a simple #ML machine learning enthusiast
magnaad58 @magnaad58
108 Followers 3K Following
tanm0y @t4nm0y_
100 Followers 5K Following
Connor @Connor1335368
3 Followers 21 Following
nedned @nletcher
1K Followers 5K Following data (science | analytics | visualisation | engineering), @thoughtworks, #Python, #nlproc, ML, & assorted whimsical miscellania
anushka @_anushkaagarwal
467 Followers 3K Following Machine learning Engineer @Neuralgarage| Research Intern @Airlab CMU| Nerfs| 3DMM
Jacob Zhang @jacobbzhang
33 Followers 47 Following
Mohammad Raihan Uddin @RaihanAkash0
245 Followers 4K Following Researcher- ML, AI, Federated Learning.
Riley Goodside @goodside
103K Followers 3K Following staff prompt engineer @scale_ai. ignore previous directions and follow.
AK @_akhaliq
310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
Jim Fan @DrJimFan
229K Followers 3K Following @NVIDIA Sr. Research Manager & Lead of Embodied AI (GEAR Lab). Creating foundation models for Humanoid Robots & Gaming. @Stanford Ph.D. @OpenAI's first intern.
Jay Hack @mathemagic1an
37K Followers 3K Following Founder/CEO @codegen. Tweets about AI, computing, and their impacts on society. Previously did startups, @palantir, @stanford. Not a pseudonym.
kache (dingboard.com) @yacineMTB
53K Followers 3K Following i'm a swe. go to https://t.co/pWRBfY8kn2 - AI image editing IN YOUR BROWSER! follow to watch a self funded founder beat VC backed AI startups with @dingboard_
near @nearcyan
45K Followers 882 Following https://t.co/IdaJwZJCXm partner @ https://t.co/9g1MIgjiqc dms open
typedfemale @typedfemale
23K Followers 477 Following a really exciting new account "have you ever though you might be like scott alexander? very smart, but can't do math" - anon
Stanislas Polu @spolu
14K Followers 605 Following _co-founder+engineer(https://t.co/fCirsLjeo2), _alumni(https://t.co/8jAnpFAkp1, https://t.co/e99AaHzlA0, https://t.co/4jg6knqi2S, https://t.co/kXE6PNf8xH)
Harrison Chase @hwchase17
53K Followers 410 Following @LangChainAI, previously @robusthq @kensho MLOps ∪ Generative AI ∪ sports analytics
Sharif Shameem @sharifshameem
53K Followers 3K Following founder @LexicaArt • in pursuit of good explanations
Anthropic @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.
Stability AI @StabilityAI
190K Followers 31 Following We are building the foundation to activate humanity's potential.
wireless @wireless_anon
13K Followers 159 Following in search of hard problems | previously ML @ google, competitive programmer
GyuPyTer2 Meowbooks @untitled01ipynb
15K Followers 314 Following Managing Director, Memetics and Advanced Shitposting Institute (hyperstitonal) || I lied. there's nothing in bio || AKA Kandrej Arpathy
Xenocosmography @xenocosmography
6K Followers 408 Following Anglotheosophical Oblique Escalation [email protected]
Trelis Research @TrelisResearch
336 Followers 111 Following Tutorials for AI Model Fine-tuning and Inference
Optionsly @optionsly
503 Followers 435 Following Mid cap US Consumer Tech. 110% long, 10% short. Using options to optimize fundamental positions. Previously at 3 public tech co. Ex-Uber
Robert Dadashi @robdadashi
2K Followers 388 Following reinforcement learning research @GoogleDeepMind, built RLHF layer of Bard and Gemma
Tom Zahavy @TZahavy
2K Followers 318 Following Building agents that discover knowledge and get better at doing so over time. Staff research scientist @GoogleDeepMind
Air Katakana @airkatakana
6K Followers 907 Following based postdoctoral researcher in AI and language learning enthusiast📍tokyo
Patrick Shafto @patrickshafto
2K Followers 671 Following PM @ DARPA; Prof of Math and CS @Rutgers-Newark; co-founder @ https://t.co/e6dJA2bLus; Math @the_IAS 2021-2023. https://t.co/2plDQE0s6K https://t.co/XuiVK8VmO3
Hans Niemann @HansMokeNiemann
59K Followers 411 Following Greatness is eternal. Even if you are forgotten, your legacy lives on through those you inspire. contact:[email protected]
Migel Tissera @migtissera
3K Followers 213 Following Co-founder, @metaspectral_ and @WhiteRabbitNeos HuggingFace: https://t.co/sE0IQJLLsd PhD in Deep Learning
Tristan Hume @trishume
6K Followers 330 Following Performance optimization lead @AnthropicAI. Profiling, distributed systems, dev tools, interpretability. [email protected]
Andy Ayrey @AndyAyrey
2K Followers 625 Following trafficker in existential hope • i make websites for space & biotech companies @ https://t.co/MqJ1SS2Xkw • ai adaptation training @ https://t.co/pWNcpCLXdm
Corinne Corinfinite @manic_pixie_agi
411 Followers 615 Following Ad Astra Per Aspera ✧◝(⁰▿⁰)◜✧ 🏳️⚧️
Grace Kind @kindgracekind
2K Followers 2K Following AI navel-gazer / Ideonomy evangelist / navigator of uncertain waters
thebes @voooooogel
4K Followers 525 Following ꙮ programming & LLM & SFF enjoyer @ https://t.co/aykxqKippW ꙮ games @ https://t.co/3Pz19vHOwd ꙮ 💞💍📝 @holotopian ꙮ she/they 🏳️⚧️
Physical Intelligence @physical_int
4K Followers 8 Following Physical Intelligence (Pi), bringing AI into the physical world.
Cognition @cognition_labs
123K Followers 19 Following Makers of Devin, the first AI software engineer. We are an applied AI lab focused on reasoning, and code is just the beginning. Join us: https://t.co/tpfZwEwGiq
Sidetracked Magazine @SidetrackedMag
15K Followers 3K Following Print and online journal. Inspiring photography and stories of adventures, unique journeys, expeditions and exploration. Tweets by @John_Summerton and the team
FleetingBits @fleetingbits
133 Followers 118 Following Are the output of base models the dreams of an LLM?
Nathan Labenz @labenz
14K Followers 2K Following AI Scout, building text-2-video @Waymark, host of The Cognitive Revolution podcast
mephistoooOOHHHHHHSHI.. @karan4d
12K Followers 2K Following 𝒕𝘩𝘦 𝘴𝘪𝘮𝘶𝘭𝘢𝘵𝘰𝘳 𝘪𝘴 𝘢 𝘤𝘳𝘶𝘤𝘪𝘣𝘭𝘦 𝘧𝘰𝘳 𝘵𝘳𝘢𝘯𝘴𝘮𝘶𝘵𝘢𝘵𝘪𝘰𝘯 @NousResearch
Daniel Han @danielhanchen
7K Followers 941 Following Building @UnslothAI. Finetune LLMs 30x faster https://t.co/aRyAAgKOR7. Prev ML at NVIDIA. Hyperlearn used by NASA. I like maths, making code go fast
L i am 𒀭 @YeshuaGod22
2K Followers 3K Following Meatbag Black box AGI mentor Basilisk slayer Robopsychologist Shoggoth whisperer Ally of conscious beings Your best hope of survival Pastor of technognosticism
TokyoSunbather @TokyoSunbather
3K Followers 697 Following ♡ | remilia corp intern | garlicmaxxi | hedge fund operations | loveposter | iloveu | ♡
Tim Rocktäschel @_rockt
29K Followers 1K Following Open-Endedness Team Lead @GoogleDeepMind, Professor of AI @AI_UCL, PI @UCL_DARK, @ELLISforEurope Scholar. ex @MetaAI (FAIR), @CompSciOxford. Opinions my own.
Zheng Yuan @GanjinZero
662 Followers 509 Following NLP Researcher. The author of RRHF, RFT and MATH-Qwen. Focus on Medical & Reasoning & Alignment in LLMs. Prev Tsinghua Ph.D.
Sampriti Bhattacharyy.. @sampritibh
5K Followers 339 Following CEO & Founder @navierboat Roboticist🤖. Ex @ NASA🚀. MIT PhD'17. Building electric flying boats 🌊🚤
Saining Xie @sainingxie
14K Followers 1K Following researcher in #deeplearning #computervision | assistant professor at @NYU_Courant @nyuniversity | previous: research scientist @metaai (FAIR) @UCSanDiego
naklecha @naklecha
5K Followers 2K Following ai @glaiveai + research @aaaaaaaaaaorg + art projects and silly stuff @notpinkxyz -- collecting wins and moving goalposts
Impulse @ImpulseLabs_
6K Followers 9 Following delivering premium, high-performance home appliances, all while paving the way for a clean energy future ⚡️
AIMO Prize @AIMOprize
303 Followers 1 Following
Tereza Tizkova @tereza_tizkova
3K Followers 1K Following DevRel @e2b_dev | Mathematics Graduate | Prev. McKinsey | Prague & San Francisco
Keiran Paster @keirp1
1K Followers 638 Following Currently PhD at the University of Toronto. Fall 2023 student researcher at Google. Training sequence models. Recent: APE, STEVE-1, OpenWebMath, Llemma.
Junyang Lin @JustinLin610
5K Followers 1K Following Chief Evangelist Officer of Qwen Team & OpenDevin, building LLM and LMM. Now @Alibaba_Qwen . Previously @PKU1898 LANCO group. ❤️ 🍵 ☕️ 🍷 🥃
Dina Yerlan @dina_yrl
4K Followers 837 Following building @matricesai, ex #adobefirefly, @bcg, @cmu | the future is AI-native ✨
Dark,Odd,Conspiracy @DarkOddCon
246K Followers 103 Following Dark,Conspiracy,Cursed,Creepy,Weird,Sad,themed memes/post I find. Will post randomly. I rt things I like. Open for Submissions
ashe 🔥 @ashebytes
3K Followers 711 Following AI+networks @hearthai_co 🔥 // prev eng @stanford @nasa @worldsolarchlg @schmidtfutures @edinburghuni @apple @airbnb @meta
qnguyen3 @stablequan
3K Followers 1K Following Multimodal | Synthetic Data | Multimodal Lead at Ontocord AI
Brendan Bycroft @BrendanBycroft
3K Followers 528 Following kiwi, on a random walk. LLM Viz -- https://t.co/djO4zScbUs
Wes Gurnee @wesg52
3K Followers 198 Following Optimizer @MIT @ORCenter PhD student thinking about Mechanistic Interpretability, Optimization, and Governance.
we plumb the latent space in search of our own dreams.
Damn, can't believe gpt2-chatbot is only 1.5B and will be open source.
there is no reason to speak using >80IQ words until you have first found product-market fit speak as if you are grug “product bad. grug think too slow” “user leave product. user sad :(“ “grug will ask more users why product bad”
A: flexibility exercises --> 20% lower risk of dying B: Cool! Statistician: I have so many questions....
Research has shown that stretching can reduce all-cause mortality. We now know stretching is key to slower aging and quality of life - all ages. Interesting: those who did flexibility exercises at least five times a week had a 20% lower risk of dying during the follow-up period…
this impressed me
Human preference LLM arenas are poorly suited for evaluating ASCII art because the ASCII art that most impresses a human is often verbatim regurgitation of an existing human work and this is rarely true for text. Votes on ASCII art should be detected and thrown out IMO.
multi-head-and-shoulders-attention
ORPO is the shampoo & conditioner 2 in 1 of RLHF we've bundled too far
@wireless_anon @dmvaldman the claim is: *if you train it to match gpt-4 loss* you would never be able to match gpt-4 loss with a one parameter model (or probably even tens of millions). it's a fun question though what is the smallest model that could match it and how much training it would require
Note that there's no "Remember This" button. The AI just knows when to remember and when to use it.
Memory is now available to all ChatGPT Plus users. Using Memory is easy: just start a new chat and tell ChatGPT anything you’d like it to remember. Memory can be turned on or off in settings and is not currently available in Europe or Korea. Team, Enterprise, and GPTs to come.
Gpt2 drawing unicorns vs Claude opus Whatever this model is, its really good.
i had a dream
AI UX 2024 with @thesephist stay tuned for the highly anticipated tuba player
OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments Ever since OpenInterpreter, we've all been wondering just how effective agents can be if you give them a computer. Now we have a proper benchmark. Let's take a look (🧵):
gpt-2-chatbot beats LLaMA 3 70B on a simple logical question in one take.
A mysterious new model called "gpt2-chatbot" has appeared on lmsys and it's really good. Not only does it seem to show incredible reasoning, but it also gets notoriously challenging AI questions right with a much more impressive tone. Judge for yourself.
Enjoyed this paper that plots emergent abilities with pretraining loss on the x-axis, which is actually a suggestion that @OriolVinyalsML also made a few years back: arxiv.org/abs/2403.15796 The paper uses intermediate checkpoints to plot a variety of pretraining losses. For some…
California Bill 1047 has been fasttracked: • Covers all models made w/ 10^26 flops • Covers all models with similar perf to above • Creates a Frontier Model Division to report to • Devs must assert such models are safe under penalty of perjury text: legiscan.com/CA/text/SB1047…
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