Jacob Andreas @jacobandreas
Teaching computers to read. Assoc. prof @MITEECS / @MIT_CSAIL / @NLP_MIT (he/him). https://t.co/5kCnXHjtlY https://t.co/2A3qF5vdJw Cambridge, MA Joined March 2007-
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📢 Thrilled to announce LAW 2025 workshop, Bridging Language, Agent, and World Models, at #NeurIPS2025 this December in San Diego! 🌴🏖️ 🎉 Join us in exploring the exciting intersection of #LLMs, #Agents, #WorldModels! 🧠🤖🌍 🔗 sites.google.com/view/law-2025 #ML #AI #GenerativeAI 1/
fun new paper training LLMs to analyze their own uncertainty and be more calibrated in their confidence! arxiv.org/abs/2507.16806
fun new paper training LLMs to analyze their own uncertainty and be more calibrated in their confidence! arxiv.org/abs/2507.16806
New paper on emergent reasoning about uncertainty in RL! It was great to move the needle a bit on an important problem - and very excited for future work in the space. It was an absolute pleasure working with @MehulDamani2 @ishapuri101 @IdanShenfeld @jacobandreas
New paper on emergent reasoning about uncertainty in RL! It was great to move the needle a bit on an important problem - and very excited for future work in the space. It was an absolute pleasure working with @MehulDamani2 @ishapuri101 @IdanShenfeld @jacobandreas
🚨New Paper!🚨 We trained reasoning LLMs to reason about what they don't know. o1-style reasoning training improves accuracy but produces overconfident models that hallucinate more. Meet RLCR: a simple RL method that trains LLMs to reason and reflect on their uncertainty --…
RLCR produces reasoning LLMs that not only solve problems - but also reason about what they don't know. ✨🧠 📄Paper: arxiv.org/abs/2507.16806 w/ @ishapuri101, @StewartSlocum1, @IdanShenfeld, @LChoshen, @yoonrkim, @jacobandreas [9/N]
How do people reason while still staying coherent – as if they have an internal ‘world model’ for situations they’ve never encountered? A new paper on open-world cognition (preview at the world models workshop at #ICML2025!)
🚨 Registration is live! 🚨 The New England Mechanistic Interpretability (NEMI) Workshop is happening August 22nd 2025 at Northeastern University! A chance for the mech interp community to nerd out on how models really work 🧠🤖 🌐 Info: nemiconf.github.io/summer25/ 📝 Register:…
👉 New preprint on a new family of Transformer-type models whose depth scales logarithmically with sequence length. Enables: - fast training - fast decoding - large memory capacity in associative recall - strong length generalization on state tracking
👉 New preprint on a new family of Transformer-type models whose depth scales logarithmically with sequence length. Enables: - fast training - fast decoding - large memory capacity in associative recall - strong length generalization on state tracking
Transformers: ⚡️fast to train (compute-bound), 🐌slow to decode (memory-bound). Can Transformers be optimal in both? Yes! By exploiting sequential-parallel duality. We introduce Transformer-PSM with constant time per token decode. 🧐 arxiv.org/pdf/2506.10918
@kaivu, @atticuswzf , and I were researching long horizon reasoning (with @jacobandreas). We found existing benchmarks’ hard problems often featured tricky puzzles, not tests of system understanding. So we made Breakpoint: a SWE benchmark designed to disambiguate this capability.
🚨🚨 Studying the INTERPLAY of LMs' internals and behavior? Join our @colmweb.org workshop on comprehensivly evaluating LMs. Deadline: June 23rd CfP: shorturl.at/sBomu We're excited to see your work!! See you in Montréal 🇨🇦 #nlproc #interpretability
For this week’s NLP Seminar, we are thrilled to host @jacobandreas to talk about “Just Asking Questions” When: 5/15 Thurs 11am PT Non-Stanford affiliates registration form: forms.gle/svy5q5uu7anHw7…
Excited to announce that this fall I'll be joining @jacobandreas's amazing lab at MIT for a postdoc to work on interp. for reasoning (with @ev_fedorenko 🤯 among others). Cannot wait to think more about this direction in such a dream academic context!
i just got an art grant from the council for the arts at MIT! *Tangible Dreams* will let visitors experiment and play with a physical neural network generating images real-time—by twisting knobs and switches, by reconnecting nodes together @ArtsatMIT
MIT NLP @ ICLR 2025 - catch @MehulDamani2 at poster 219, Thursday 3PM to chat about "Learning How Hard to Think: Input Adaptive Allocation of LM Computation"!
MIT NLP @ ICLR 2025 - catch @MehulDamani2 at poster 219, Thursday 3PM to chat about "Learning How Hard to Think: Input Adaptive Allocation of LM Computation"! https://t.co/jtL7hRieXI
New #NAACL2025 paper! 🚨 Transformer LMs are data hungry, we propose a new auxiliary loss function (TreeReg) to fix that. TreeReg takes bracketing decisions from syntax trees and turns them into orthogonality constraints on span representations. ✅ Boosts pre-training data…
✨ Big life updates ✨ - @afeyzaakyurek and I welcomed our baby! - Successfully defended my PhD and graduated from MIT 🎓 - Joined @OpenAI 🍓 Excited for what's next!
(((ل()(ل() 'yoav)))... @yoavgo
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Percy Liang @percyliang
85K Followers 420 Following Associate Professor in computer science @Stanford @StanfordHAI @StanfordCRFM @StanfordAILab @stanfordnlp | cofounder @togethercompute | Pianist
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Sam Bowman @sleepinyourhat
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Yoav Artzi @yoavartzi
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Felix Hill @FelixHill84
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Edward Grefenstette �... @egrefen
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Tim Dettmers @Tim_Dettmers
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e @e776675411527
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143 Followers 547 Following 1st Year Ph.D. student @NYU_Courant | Prev Intern @AlibabaGroup @UCL | Mechanistic Interpretability, LLM Safety, Post-training.
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UnrealVox @UnrealVox
221 Followers 366 Following 🎮 Indie Game Creator | 🖤 Unreal Engine 5 Enthusiast | ✨ From concept to gameplay | 🛠 Dev insights, prototypes & pixel-perfect worlds | #UE5 #IndieDev
Joe @agileanalytics1
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Primeteams.ai @Primeteams_ai
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Joa @sgustv
205 Followers 3K Following A knowledge path! Ready to begin! #Science #technology #STEM #Softwaredevelopment
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sentient being @nicolehcoates
555 Followers 520 Following Human animal | PhD candidate @mitbrainandcog | Interested in how children build models of the world, and how to build models of that task | she/they
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Joy C @JiayiChen165676
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super @superttt55
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(((ل()(ل() 'yoav)))... @yoavgo
66K Followers 2K Following
Percy Liang @percyliang
85K Followers 420 Following Associate Professor in computer science @Stanford @StanfordHAI @StanfordCRFM @StanfordAILab @stanfordnlp | cofounder @togethercompute | Pianist
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Christopher Manning @chrmanning
152K Followers 229 Following Founder, @stanfordnlp and cs224n. Assoc. Director, @StanfordHAI. Prof. CS & Linguistics, @Stanford. GP @aixventureshq. Australian🇦🇺. Do #NLProc & #AI. 👋
Yoav Artzi @yoavartzi
17K Followers 182 Following Research/prof @cs_cornell + @cornell_tech🚡 / https://t.co/9YnWry7yHs / asso. faculty director @arxiv / building https://t.co/nwrbEuwfaK and @COLM_conf
Tal Linzen @tallinzen
18K Followers 899 Following Professor @nyuling and @NYUDataScience, research scientist @GoogleAI, inventor of the word "bertology"
Jason Wei @_jasonwei
98K Followers 639 Following ai researcher @meta superintelligence labs, past: openai, google 🧠
Graham Neubig @gneubig
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Natasha Jaques @natashajaques
31K Followers 1K Following Assistant Professor @uwcse and Staff Research Scientist at @GoogleAI. Let's get off this app: https://t.co/jbH2oAjbPN
Felix Hill @FelixHill84
12K Followers 742 Following Research Scientist, Deepmind I try to think hard about everything I tweet, esp on 90s football and 80s music None of my opinions are really someone else's
Edward Grefenstette �... @egrefen
42K Followers 868 Following FR/US/GB AI/ML Person, Director of Research at @GoogleDeepMind, Honorary Professor at @UCL_DARK, @ELLISforEurope Fellow. All posts are personal.
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.
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Christopher Potts @ChrisGPotts
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Shane Gu @shaneguML
42K Followers 2K Following Gemini Thinking, Gibberish detective, Senior Staff RS @GoogleDeepMind. 🇯🇵-born 🇨🇳🇨🇦. ex: Gemini Multilingual Posttrain Lead, GPT-4 @OpenAI (JP: @shanegJP)
Sewon Min @sewon__min
14K Followers 818 Following Assistant professor @Berkeley_EECS @berkeley_ai || Research scientist at @allen_ai || PhD from @uwcse @uwnlp
Ana Marasović @anmarasovic
5K Followers 597 Following Asst prof @UUtah · Ex @allen_ai @uwnlp postdoc @HD_NLP PhD · she/her 🇭🇷
Harvey Lederman @LedermanHarvey
5K Followers 883 Following Professor of philosophy @UTAustin. Philosophical logic, formal epistemology, philosophy of language, Wang Yangming.
Sam Klein📚🏛️ @metasj
5K Followers 2K Following Public AI • Transluce • Wikipedia • KFG ⁋ Structure & interpretation of layered knowledge 📚 metasj@bsky • UTTR∅ • lissom leaves
CLS @ChengleiSi
5K Followers 4K Following PhDing @stanfordnlp & Chilling @FutureHouseSF | teaching language models to do research
MIT NLP @nlp_mit
4K Followers 52 Following NLP Group at @MIT_CSAIL! PIs: @yoonrkim @jacobandreas @lateinteraction @pliang279 @david_sontag, Jim Glass, @roger_p_levy
Bingbin Liu @BingbinL
941 Followers 261 Following Research Fellow at the Kempner Institute at Harvard University.
Matthew Leavitt @leavittron
3K Followers 972 Following Chief Science Officer, Co-Founder @datologyai. Former: Head of Data Research @MosaicML; FAIR. 🧠 and 🤖 intelligence // views are from nowhere
Tom Goldstein @tomgoldsteincs
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Transluce @TransluceAI
8K Followers 15 Following Open and scalable technology for understanding AI systems.
Antonio Norelli @noranta4
401 Followers 415 Following I replicate our skills with machines to realize what does (not) really make us humans. AI Postdoc @UniofOxford on @ProjectCETI, creator of @BetterScholar
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21K Followers 2K Following building for humans // was lgtm-ing @xAI, phd-ing @stanford
Morris Yau @MorrisYau
273 Followers 54 Following @MIT @Google Phd candidate in Computer Science doing research in foundational aspects of ML and NLP.
idan shenfeld @IdanShenfeld
276 Followers 104 Following PhD student @MIT, Student Researcher @GoogleDeepMind
Valerio Pepe @ValerPepe
188 Followers 310 Following MLE Intern @rai_inst, CompSci + CogSci @Harvard, @MIT_CSAIL, @mitbrainandcog representations/interp, language acquisition 1/2 of https://t.co/oZkT6kLmWK
daniel bashir @spaniel_bashir
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Mehul Damani @MehulDamani2
598 Followers 405 Following PhD-ing @mit @MIT_CSAIL | language models, reinforcement learning
Tim Kostolansky @thkostolansky
131 Followers 749 Following part-time frequentist | intern @chai_berkeley | prev @algalignmit @lasrlabs
MandanaMSRP @MandanaMsrp
905 Followers 63 Following Senior lecturer, Diversity and Outreach @MIT, @MITBiology, @MIT_CBMM, @mitbrainandcog, tree lover, no nonsense
Kempner Institute at ... @KempnerInst
3K Followers 365 Following The Kempner Institute for the Study of Natural and Artificial Intelligence at @Harvard University. RTs ≠ Endorsements
Julian Lucas @jcljules
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William Dalrymple @DalrympleWill
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Weiyan Shi@ICLR and C... @shi_weiyan
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83 Followers 131 Following Incoming PhD candidate researching NLP @cornell_tech, he/him
Jane Pan @JanePan_
427 Followers 143 Following CS PhD at @nyuniversity, @NSF GRFP, @Deepmind Fellowship, @SiebelScholars | @Princeton @Princeton_nlp '23 | @Columbia '21.
Tianmin Shu @tianminshu
1K Followers 472 Following assistant professor @JHUCompSci & @JHUCogSci | director of SCAI lab | working on machine social intelligence, embodied AI, and computational social cognition
Neurobiology of Langu... @jneurolang
4K Followers 727 Following Non-profit Open Access journal the Neurobiology of Language published by MIT Press and Society for the Neurobiology of Language
Harsh Jhamtani @harsh_jhamtani
562 Followers 404 Following Researcher @Microsoft | NLP / ML PhD from @LTIatCMU | Previously at @UCSanDiego @allen_ai @AdobeResearch @facebookai @iitroorkee | Opinions are my own.
Yossi Gandelsman @YGandelsman
1K Followers 550 Following Incoming assistant prof at @TTIC_connect, currently research scientist @reveimage, previously @UCBerkeley @TransluceAI @GoogleDeepMind, intern @Adobe
Willie Burnley Jr �... @WillieBurnleyJr
4K Followers 1K Following Somerville At-Large City Councilor. Organizer. Running for Mayor of Somerville. Former: @teamstersLU122 @edmarkey @ewarren
Kirill Bykov @kirill_bykov
423 Followers 1K Following Postdoc @TU_Muenchen, @ExplainableML group. PhD at @TU_Berlin. Mechanistic Interpretability
Aruna S @arunasank
279 Followers 713 Following Curious about model cognition! EECS PhD student @MIT_CSAIL Past @medialab @hotosm @outreachy
Jens Tuyls @JensTuyls
826 Followers 1K Following PhD @PrincetonCS. Previously CS & Eng. @UCIrvine. Studying AI, ML, RL, NLP.
Marc-Alexandre Côté @Cote_Marc
290 Followers 90 Following
Luke Rendell @lrendel... @_lrendell
3K Followers 961 Following Adios twitter. Account kept open so people can find me here: https://t.co/lxqljnIVac
Kunal Handa @kunalhanda_
271 Followers 558 Following societal impacts @anthropicai; making language a complete impediment to understanding
Aaron Mueller @amuuueller
2K Followers 718 Following Asst. Prof. in CS at @BU_Tweets ≡ {Mechanistic, causal} {interpretability, NLP} ≡ Formerly: PhD @jhuclsp
Michael Gerovitch @MGerovitch
21 Followers 92 Following
Songlin Yang @SonglinYang4
14K Followers 3K Following research @MIT_CSAIL @thinkymachines. work on scalable and principled algorithms in #LLM and #MLSys. in open-sourcing I trust 🐳. she/her/hers
Liam Bright @lastpositivist
62K Followers 4K Following Aspiring philosopher; tolerable human; "amusing combination of sardonic detachment & literally all the feelings felt entirely unironically all at once" [he/his]
Chengxu Zhuang @ChengxuZhuang
900 Followers 231 Following AI Research scientist at Meta. Previous worked on ChatGPT AVM at OpenAI. Was a Postdoc at MIT on NLP and brain. Stanford PhD on CV and neuroscience.
Kenneth Li @ke_li_2021
1K Followers 391 Following
The TWIML AI Podcast @twimlai
14K Followers 2K Following This Week in #MachineLearning & #AI (podcast) brings you the most interesting and important stories from the world of #ML and artificial intelligence.
Swarat Chaudhuri @swarat
3K Followers 626 Following Professor at @UTCompSci, Research Scientist at @GoogleDeepmind. Automated Reasoning + Machine Learning + Programming Languages.
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
Shakir Mohamed @shakir_za
45K Followers 1K Following ML with Social Purpose. @[email protected] | Research Scientist @DeepMind | Strengthening African ML @DeepIndaba. He/Him. South African 🇿🇦🏳️🌈🌍
Edoardo Ponti @PontiEdoardo
3K Followers 480 Following Assistant Professor in #NLP at @EdinburghUni | A Kleene star shines on the hour of our meeting
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6K Followers 2K Following Head of Responsible AI, CTO office, @Bloomberg. (he/him) Formerly LLMs @ Google Brain / Harvard. views my ownTrends for United States
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