Kevin Clark @clark_kev
Taking a break from research for a year to travel! Joined March 2012-
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Excited to present our work at ICLR next week! DRaFT fine-tunes diffusion models on differentiable rewards by backpropagating through sampling. It's efficient and applicable across a variety of reward functions. With @clark_kev, @kswersk, @fleet_dj iclr.cc/virtual/2024/p… 🧵
Excited to share our work on studying perceptual properties of #StableDiffusion, #Imagen & #Parti by evaluating them as zero-shot classifiers! We report four intriguing emergent properties of these models. 🧵👇 w. Robert Geirhos* & @clark_kev Paper: arxiv.org/abs/2309.16779
.@clark_kev & I are excited to share our new work on studying Imagen by evaluating it as a zero-shot classifier! Highlights include Imagen achieving SoTA on Stylized Imagenet and being able to perform attribute binding in certain settings unlike CLIP arxiv.org/abs/2303.15233 🧵👇
Check out our preprint on Prompting ELECTRA! We show that discriminative models like ELECTRA outperform generative MLMs like BERT and RoBERTa on zero-shot and few-shot prompting. Joint work w/ @artetxem, @JefferyDuu, @danqi_chen, @vesko_st Paper: arxiv.org/pdf/2205.15223…
Interesting reproducibility study by @philipvollet to conclude that: ELECTRA small (14M) can be easily run on a single GPU with great performances! @clark_kev @quocleix @chrmanning Reproducibility paper: arxiv.org/abs/2104.02756 ELECTRA paper: arxiv.org/abs/2003.10555
Interesting reproducibility study by @philipvollet to conclude that: ELECTRA small (14M) can be easily run on a single GPU with great performances! @clark_kev @quocleix @chrmanning Reproducibility paper: arxiv.org/abs/2104.02756 ELECTRA paper: arxiv.org/abs/2003.10555
Check out our #emnlp2020 paper now on arXiv: we develop an energy-based version of BERT called "Electric" and show this essentially re-invents the ELECTRA pre-training method. Electric is useful for re-ranking the outputs of text generation systems. arxiv.org/pdf/2012.08561….
If you like ELECTRA, check out Electric, our new #emnlp2020 work that brought over energy-based model perspective ;) Electric produces fast pseudo-likelihood to improve speech recognition & translation reranking. Github: github.com/google-researc… & paper aclweb.org/anthology/2020…
Replementation of ELECTRA (@clark_kev et al. from @stanfordnlp) with @fastdotai + @huggingface 💻Code:github.com/richarddwang/e… 📰Post:discuss.huggingface.co/t/electra-trai… ELECTRA is with super efficiency, a true breakthrough on NLP pretraining. Explore it using @PyTorch & notebooks ! Next...
Just out in PNAS: A paper examining the emergent linguistic structure learned by artificial neural networks, such as BERT, trained by cloze task (word-in-context prediction) self-supervision. By @chrmanning, @clark_kev, @johnhewtt, @ukhndlwl, @omerlevy_. pnas.org/content/early/…
ELECTRA ⚡ is now integrated in the Transformers library from v2.8.0 (PT & TF2)! It is a new pre-training method by @clark_kev at @GoogleAI, with the pre-trained models obtaining SOTA on SQuAD. Stay tuned for an ELECTRA pre-training script coming soon! github.com/huggingface/tr…
Hey Stanford folks! Want to hear about TyDi QA, our new multilingual QA dataset? (Virtually) come to the NLP Seminar this Thursday at 11am. Check your email or check with @clark_kev for the meeting link. There will be glosses. In Finnish. nlp.stanford.edu/seminar/detail…
Excited to share the code and blog post for ELECTRA, a more efficient pre-training method for NLP Transformers. Pre-train a model to good accuracy using only 1 GPU! Joint work with @lmthang @quocleix @chrmanning Code: github.com/google-researc… Blog Post: ai.googleblog.com/2020/03/more-e…
Our pre-trained transformer ELECTRA (joint work with @lmthang @quocleix @chrmanning) is the top single model on the SQuAD 2.0 leaderboard! rajpurkar.github.io/SQuAD-explorer/ Stay tuned for the code release coming next week! Paper: openreview.net/pdf?id=r1xMH1B…
New from Google Research! REALM: realm.page.link/paper We pretrain an LM that sparsely attends over all of Wikipedia as extra context. We backprop through a latent retrieval step on 13M docs. Yields new SOTA results for open domain QA, breaking 40 on NaturalQuestions-Open!
🔥“we train a model on one GPU for 4 days that outperforms GPT (trained using 30x more compute) on the GLUE natural language understanding ... we match the performance of RoBERTa, the current state-of-the-art pre-trained transformer, while using less than 1/4 of the compute.” 🤯
🔥“we train a model on one GPU for 4 days that outperforms GPT (trained using 30x more compute) on the GLUE natural language understanding ... we match the performance of RoBERTa, the current state-of-the-art pre-trained transformer, while using less than 1/4 of the compute.” 🤯
Excited to share new work!!! “Generalization through Memorization: Nearest Neighbor Language Models” We introduce kNN-LMs, which extend LMs with nearest neighbor search in embedding space, achieving a new state-of-the-art perplexity on Wikitext-103, without additional training!

Christopher Manning @chrmanning
151K Followers 228 Following Director, @StanfordAILab. Assoc. Director, @StanfordHAI. Founder, @stanfordnlp. Prof. CS & Linguistics, @Stanford. IP @aixventureshq. 🇦🇺 Do #NLProc & #AI. 👋
Jim Fan @DrJimFan
325K Followers 3K Following NVIDIA Director of Robotics & Distinguished Scientist. Co-Lead of GEAR lab. Solving Physical AGI, one motor at a time. Stanford Ph.D. OpenAI's 1st intern.
Sam Bowman @sleepinyourhat
50K Followers 3K Following AI alignment + LLMs at Anthropic. On leave from NYU. Views not employers'. No relation to @s8mb. I think you should join @givingwhatwecan.
Delip Rao e/σ @deliprao
61K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈
Sewon Min @sewon__min
13K Followers 816 Following Assistant professor @Berkeley_EECS @berkeley_ai || Research scientist at @allen_ai || PhD from @uwcse @uwnlp
Kayo Yin @kayo_yin
15K Followers 695 Following PhD student @berkeley_ai @berkeleynlp. AI alignment & signed languages. Prev @carnegiemellon @polytechnique, intern @msftresearch @deepmind. 🇫🇷🇯🇵
Naomi Saphra @nsaphra
10K Followers 1K Following Waiting on a robot body. All opinions are universal and held by both employers and family. Now a dedicated grok hate account. Accepting ML/NLP PhD students.
rishi @RishiBommasani
6K Followers 2K Following Societal/economic impacts of AI; AI policy & governance @StanfordHAI Stanford CS PhD w/ @percyliang @jurafsky Cornell CS undergrad w/ @clairecardie
Mike Lewis @ml_perception
8K Followers 241 Following Llama3 pre-training lead. Partially to blame for things like the Cicero Diplomacy bot, BART, RoBERTa, kNN-LM, top-k sampling & Deal Or No Deal.
Luca Soldaini 🎀 @soldni
11K Followers 1K Following I like tokens! I lead the OLMo data team at @allen_ai w/ @kylelostat. Open source is fun 🤖☕️🍕🏳️🌈 Opinions are sampled from my own stochastic parrot
Ofir Press @OfirPress
15K Followers 6K Following I build tough benchmarks for LMs and then I get the LMs to solve them. SWE-bench & SWE-agent. Postdoc @Princeton. PhD @nlpnoah @UW.
Sebastian Ruder @ ACL @seb_ruder
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Christopher Potts @ChrisGPotts
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Jeff Dean @JeffDean
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Leo Boytsov @srchvrs
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Yonatan Belinkov @boknilev
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Bill Yuchen Lin @billyuchenlin
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Victor Zhong @hllo_wrld
5K Followers 500 Following ML+NLP AP @UWCheritonCS, @cifar_news AIChair @vectorinst. Former @MSFTResearch @MetaAI, @SFResearch via @MetamindIO, @uwnlp, @StanfordNLP, @eceuoft.
Peng Qi @qi2peng2
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Brice Smith @bh_smith09
68 Followers 669 Following Penn State Graduate. United States Naval SEAL. True story of war, hope, and government persecution. Member of a South Korean President's family.
Mary Johuny @Marry84318
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Isabel Papadimitriou @isabelpapad
1K Followers 166 Following (jolly good) Fellow at @KempnerInst, incoming assistant professor at @UBCLinguistics (Sept 2025). PhD @stanfordnlp with the lovely @jurafsky.
Shikhar @ShikharMurty
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Eric Zhu @EricZhu942917
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Jesse @Meeandra2
44 Followers 614 Following The Real People ⭐️MAGA⭐️🇺🇸 The tiny, insignificant feeling of pretending to be strong even when you're covered in bruises. 🚫 liar ❌ porn 🚫 leftist
Yuanbo Yang @YuanboYang60742
150 Followers 2K Following Master's student @ZJU_China | Exploring 3D Vision & Generative Models 🌐
FY @K76PlSizlR17930
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important paper @moscowluvextasy
196 Followers 2K Following 🇷🇺 | We know almost nothing about important paper, but we are sure important paper is a great person.
ravinder syal @ravisyal
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Brad Trnavsky @bmtrnavsky
5K Followers 3K Following lover of #technology, BA in Economics, MBA #BusinessIntelligence #father, #tinker. I tweet about a lot of stuff! #veteran #python #tech #dataanalyst #R
Karthik Raja @Kitrak_rev
62 Followers 1K Following Tech enthusiast | Passionate about AI, ML, and NLP | Quest to build Jarvis kind of machine🧠🤖| Luv u 3K |
ChenLi @ArtwistLi
51 Followers 144 Following PhD in Spiking Neural Networks, UoManchester PostDoc in Efficient Language Model deployment via in-memory computing, King`s College London
Jallow Ousman @JallowOusm28933
113 Followers 3K Following
@ft__trading @tradebest99
786 Followers 6K Following Only account am using now old one got harked |Trading for 7 years | investor | turned 400+ students Profitable | post are not investment advice.
Liu He (Helium) @Heliummn
1 Followers 84 Following PhD Applicant (Fall '26) in Computational Social Science | Social NLP|SpeechLLM | XAI | MS@USTC, prev intern. @Baidu_Inc’s ERNIE Bot 🤖🗣️👥
carlos 3m @apdusp
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Taotao Tan @doubleTaoTan
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Sourabh Medapati @activelifetribe
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HW @futuresprllc
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Mr. Jack Tung @MrJackTung
294 Followers 6K Following
SJ @_Shubham_Jha
300 Followers 5K Following I'm an Engineer, so to save time let's just assume I'm always right
Ankur Bohra @AnkurBohra9
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WilliamBerrios @w33lliam
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Janhavee Shinde @SJanhavee
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十一 @zhngjn29056613
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Yu Meng @yumeng0818
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Kevin De Mello Santam... @kdemello64
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Yue Yang @YueYangAI
577 Followers 394 Following Research scientist @allen_ai | PhD @upennnlp | Vision and Language
Kyle Marieb @kylemarieb
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Yuxuan Song @kb_syx
115 Followers 341 Following CS Ph.D. of @Tsinghua_Uni , Intern @BytedanceTalk ,Seed Diffusion co-lead
Andrew Dai @andrewdai99
347 Followers 412 Following Researcher @SakanaAILabs, a Kerryman, LMs x open-endedness; prev @Aleph__Alpha, @tcddublin, @FormulaTrinity Autonomous | 🇮🇪
Craig Hagerman @craighagerman
334 Followers 2K Following Director of data science and machine learning @ Exchange Solutions. Former university prof. News junkie. Musician. Dog lover. Tweets are my own.
daniel leo @doubletao
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Rushikesh Zawar @ZawarRushikesh
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hahaha @shuangw80798222
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Parth Sarthi @parthsarthi03
619 Followers 850 Following Researching Language Models @StanfordNLP, @StanfordAILab Prev: @ContextualAI
Andrej Karpathy @karpathy
1.4M Followers 1K Following Building @EurekaLabsAI. Previously Director of AI @ Tesla, founding team @ OpenAI, CS231n/PhD @ Stanford. I like to train large deep neural nets.
(((ل()(ل() 'yoav)))... @yoavgo
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AK @_akhaliq
425K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5YmrQ
Yann LeCun @ylecun
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Percy Liang @percyliang
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AI at Meta @AIatMeta
712K Followers 288 Following Together with the AI community, we are pushing the boundaries of what’s possible through open science to create a more connected world.
Graham Neubig @gneubig
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Christopher Manning @chrmanning
151K Followers 228 Following Director, @StanfordAILab. Assoc. Director, @StanfordHAI. Founder, @stanfordnlp. Prof. CS & Linguistics, @Stanford. IP @aixventureshq. 🇦🇺 Do #NLProc & #AI. 👋
Yoav Artzi @yoavartzi
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Akari Asai @AkariAsai
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Jacob Andreas @jacobandreas
20K Followers 951 Following Teaching computers to read. Assoc. prof @MITEECS / @MIT_CSAIL / @NLP_MIT (he/him). https://t.co/5kCnXHjtlY https://t.co/2A3qF5vdJw
Google DeepMind @GoogleDeepMind
1.2M Followers 279 Following We’re a team of scientists, engineers, ethicists and more, committed to solving intelligence, to advance science and benefit humanity.
Sam Bowman @sleepinyourhat
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Kyunghyun Cho @kchonyc
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Delip Rao e/σ @deliprao
61K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈
Noam Brown @polynoamial
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David Hall @dlwh
3K Followers 1K Following Research Engineering Lead at @StanfordCRFM. Previously co-founder at Semantic Machines ⟶ MSFT. Lead developer of Levanter and Marin @[email protected]
Kawin Ethayarajh @ethayarajh
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Adams Wei Yu @AdamsYu
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Siddharth Karamcheti @siddkaramcheti
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Isabel Papadimitriou @isabelpapad
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Shikhar @ShikharMurty
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Ari Holtzman @universeinanegg
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Lucy Li @lucy3_li
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Charlie Snell @sea_snell
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Aryaman Arora @aryaman2020
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Nathan Lambert @natolambert
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Quanquan Gu @QuanquanGu
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leloy! @leloykun
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Kyle Lo @kylelostat
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Lucas Nestler @_clashluke
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Peter J. Liu @peterjliu
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Lilian Weng @lilianweng
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Sara Hooker @sarahookr
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Shane Gu @shaneguML
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François Fleuret @francoisfleuret
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Yu Meng @yumeng0818
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lmarena.ai @lmarena_ai
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Yuxuan Song @kb_syx
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Lucas Beyer (bl16) @giffmana
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