JFPuget 🇺🇦🇨🇦🇬🇱 @JFPuget
Machine Learning at @Nvidia, 6x Kaggle Grandmaster CPMP. ENS Ulm alumni. ML PhD. Ex ILOG CPLEX, IBM. Views are my own. Blocking ad hominem attacks. bsky.app/profile/jfpuge… France Joined March 2012-
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Are people rediscovering bidirectional encoders, as was BERT from the start?
Je n'ai pas lu le jugement de Mr le president Sarkozy mais une chose me frappe. Les memes qui denoncent une justice trop laxiste, par exemple Mr Sarkozy et Mme Le Pen, sont les memes qui hurlent car la peine de Mr Sarkozy est trop lourde. Les juges appliquent la loi. Si celle ci…
Wait so they actually need to hire people? Can't replace them with PhD level AI that is writing 90% of all code about now? Also why can't CNBC ask such simple questions instead of just pumping totally illogical nonsense.
@madiator Nonsense. AlexNet (2012) was similar to DanNet (2011) which won 4 image recognition contests before AlexNet (first superhuman performance in 2011). See people.idsia.ch/~juergen/DanNe…
Have been saying this all along: The prompt is often more important than the system's architecture.
Have been saying this all along: The prompt is often more important than the system's architecture.
Interesting meet between two world that were disjoint till now: - GPU accelerated computation (e.g. AI, Graphics) - Mathematical optimization
Interesting meet between two world that were disjoint till now: - GPU accelerated computation (e.g. AI, Graphics) - Mathematical optimization
🏈 The 8th annual @NFL Big Data Bowl is here! This year, we’re excited to launch two competitions in collaboration with NFL. Participants will use NFL player tracking (Next Gen Stats) to generate insights that enhance the game. Pro tip: you can compete in both 😎 More info 👇
SimpleFold: Folding Proteins is Simpler than You Think "we introduce SimpleFold, the first flow-matching based protein folding model that solely uses general purpose transformer blocks. Protein folding models typically employ computationally expensive modules involving…
I lost a bit track of llm activity because I was busy in a Neurips comp (no llm there). But one thing strikes me: models seem more and more specialized by task. Like in last Qwen announces. The era of one super model, like GPT4, seem over. Even if a system has a single entry…
Very happy to get a top 10 gold medal in Ariel Neurips competition on @kaggle . I teamed with @kagglingdieter which was great, as usual. We learned a lot, but lacked a couple of weeks to finish our work! kaggle.com/competitions/a…
The results are in: top codes in Stanford #RNA 3D Folding @kaggle are competitive with CASP16-leading humans Vfold, beat AlphaFold 3. Top team’s trick was template-based modeling, not #DeepLearning. Congrats: john, odat, Eigen, + all 1706 participants! kaggle.com/competitions/s…
i can't believe this shit actually works
Everything that AI hypermarketers claimed was going to be dead by now is very much alive: • CS degree — do it if you can • Coding — learn it, period • RAG & prompt engineering — roughly all you need • Evals — no pain, no gain • Wrapper startup — pay close attention to your…
We’re excited to see what you’ll build to recognize behaviors in mice, uncover new insights into animal social structures, and push behavioral science research forward. 👉 kaggle.com/competitions/M…
We’re excited to see what you’ll build to recognize behaviors in mice, uncover new insights into animal social structures, and push behavioral science research forward. 👉 kaggle.com/competitions/M…
Most have seen the news already, but maybe not the official NVIDIA statement. And no, I didn't know about this before today!
Most have seen the news already, but maybe not the official NVIDIA statement. And no, I didn't know about this before today!
Very interesting share from my team: @ChrisDeotte @The0Viel @0verfit @Giba1 ) Lesson from competitive ML on @kaggle. Kaggling is not all you need to do to become great data scientists or ML engineers But it is extremely useful for improving your modeling skills. Hope that…
Very interesting share from my team: @ChrisDeotte @The0Viel @0verfit @Giba1 ) Lesson from competitive ML on @kaggle. Kaggling is not all you need to do to become great data scientists or ML engineers But it is extremely useful for improving your modeling skills. Hope that…
That's good news for anyone working on swe-bench. Contamination was a real issue in swe-bench verified. I hope this new benchmark lives to the promise!
That's good news for anyone working on swe-bench. Contamination was a real issue in swe-bench verified. I hope this new benchmark lives to the promise!

Mark Tenenholtz @marktenenholtz
138K Followers 628 Following Head of AI @PredeloHQ. Building reliable agents. XGBoost peddler, transformer purveyor.
elvis @omarsar0
266K Followers 680 Following Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ↓
Sanyam Bhutani @bhutanisanyam1
41K Followers 1K Following 👨💻 Working on llama models @AIatMeta | Previously: @h2oai, @weights_biases 🎙 Podcast @ctdsshow 👨🎓 Fellow @fastdotai 🎲 Grandmaster @Kaggle
Radek Osmulski @radekosmulski
28K Followers 599 Following LLMs and retrieval by day and other genres of AI when I get the chance 🧪 Senior AI Eng @NVIDIAAI 🏫 @fastdotai trained DL Eng 📝 https://t.co/By87iXx5Pu
Philipp Singer @ph_singer
12K Followers 493 Following Senior Principal Data Scientist @h2oai | PhD in CS Top ranked Kaggle Grandmaster (Highest #1) All views are my own. https://t.co/NHdaca1Nns
merve @mervenoyann
80K Followers 5K Following open-sourceress at @huggingface 🧙🏻♀️proud Aegean, I work on computer vision, VLMs & agents | gençleri serbest bırakın
Chris Albon @chrisalbon
89K Followers 3K Following Director of ML and Data Eng @Wikimedia Foundation. We host Wikipedia.
Hamel Husain @HamelHusain
39K Followers 2K Following Evals evals evals https://t.co/Zrmp6LRd9c About Me: https://t.co/P6WyeKkyTa
Tanishq Mathew Abraha... @iScienceLuvr
81K Followers 1K Following CEO @SophontAI | Founder @MedARC_AI | PhD at 19 (2023) | ex Research Director Stability AI | Biomed. engineer @ 14 | TEDx talk➡https://t.co/xPxwKTq6Qb
TuringPost @TheTuringPost
77K Followers 13K Following Newsletter exploring AI&ML - AI 101, Agentic Workflow, Business insights. From ML history to AI trends. Led by @kseniase_ Know what you are talking about👇🏼
Julien Chaumond @julien_c
65K Followers 1K Following Co-founder and CTO at @huggingface 🤗. ML/AI for everyone, building products to propel communities fwd. @Stanford + @Polytechnique
Andrada @andradavulpee
10K Followers 518 Following 🎨 Data Scientist 🦆 Kaggle Notebooks Grandmaster ⌨️ ZbyHP Data Science Ambassador
Ross Wightman @wightmanr
23K Followers 1K Following Computer Vision @ 🤗. Ex head of Software, Firmware Engineering at a Canadian 🦄. Currently building ML, AI systems or investing in startups that do it better.
カレーちゃん @currypurin
16K Followers 1K Following 面倒なことはChatGPTにやらせよう・Kaggleスタートブック・Kaggleのチュートリアルを執筆/ KaggleGrandMaster / YouTubeLive毎日AM8:30から配信 & 月曜20:00配信 https://t.co/yuarD6CaBJ / サンリオ
Zach Mueller @TheZachMueller
13K Followers 604 Following Let's make billions of parameters go brr https://t.co/rUxXIfNpwh
Omar Sanseviero @osanseviero
51K Followers 3K Following Developer Experience Lead at @GoogleDeepMind Building Gemini API, Gemma, AI Studio and more AI products. My views ex-Chief Llama Officer @huggingface 🇵🇪🇲🇽
yu4u @yu4u
9K Followers 1K Following Manager at GO Drive Inc. / Ph.D. in Eng. / Kaggle Competitions Grandmaster https://t.co/UEPcVAx6c3 / https://t.co/iTjqtfgDKC…
Ahmet Erdem @a_erdem4
8K Followers 232 Following Kaggle Grandmaster @nvidia Creator of lofo-importance and logits-processor-zoo. Nothing matters, including my tweets.
Dmytro Mishkin 🇺�... @ducha_aiki
24K Followers 707 Following Marrying classical CV and Deep Learning. I do things, which work, rather than being novel, but not working.
Ramon Elias @ramon___elias
289 Followers 4K Following I roam the middle with the metal cuz I'm INSANE!!! #psychorealmforever
3FRA @0d239_
0 Followers 26 Following directing platelet filament to poetry and software. calculus maxi. expression maxi. i-record-myself-making-music maxi.
laohu @laohu63966983
102 Followers 1K Following
Chris Malachowsky @ChrisMlachowsky
57 Followers 305 Following Co-founder, Senior Vice President of Engineering & Operations, and a member of @nvidia executive staff. Blog: https://t.co/Z3kzEqRitB
Scott D @scottdav
97 Followers 411 Following Designing, building and deploying technology solutions in the real world. Technologist working in London. These are my personal views.
gilmar @gilmartelles
71 Followers 211 Following
Benjamin Horvath @BenjaminHorva13
18 Followers 115 Following
Rush @genz_rush
4 Followers 213 Following
Novel Engineer @novel_engineer
77 Followers 1K Following Novel • Agentic • Ad astra • n=1 thinker • If you're similar, dm • Happiness for everyone
Miguel Garcia @tluqorte0
25 Followers 919 Following To perhaps one day fulfill the legacy that Lagado left behind.
Kazi Ershed Ahmed @ErshedAhmed1965
207 Followers 3K Following
4talents Playground @4talents_sports
2 Followers 83 Following We Revolutionize Sport through Data & Community. Our goal is to discover and develop sports and data talent.
Alban @albantsrr
4 Followers 109 Following
Tim @Tim954835354014
3 Followers 168 Following
たかいと @takaito0423
2K Followers 2K Following 博士(理工学). NLPer. クオンツ@資産運用会社. 客員研究員@大阪公立大学(経営学研究科). 非常勤講師@私立大. Kaggle Competitions Master. https://t.co/vdHNaopJWN 講演や執筆依頼などはDMにお願いいたします.
Muku @muku_8949
147 Followers 131 Following ML Engineer (CV) / Kaggle Competitions Master / Poker / Mahjong
Muaadh Rilwan @muaadhRilwan_
315 Followers 3K Following A person who is going to change the technological landscape altogether. [email protected]
नितिन त�... @ntripathi
404 Followers 4K Following
Sanjay Singh @singhofdata
43 Followers 114 Following Python Data Analyst | Skilled in Pandas, NumPy, Matplotlib & Seaborn | Turning Data into Powerful Stories | Focused on Trending Topics & Practical Insights
Manifold @manifold_ckpt
71 Followers 286 Following AI/ML in SF Bay Area, IIT Bombay. Building LLMs x Data Governance.
De novo @denovo_insilico
192 Followers 531 Following
Julian Silva Cala @JulianSilvaCala
3K Followers 5K Following Santandereano✊🏼 PoliSci+Law @uniandes. Mag #Urban #Regional #Planning #Development #Sustainability #SiempreAdelante ☮️ 🇨🇴🇵🇸🇺🇦 @ABucaramanga🔰🫶🏼#BGA
hou.mon | هومان @ihouman
541 Followers 5K Following Gen1 🇺🇸 built in West L.A. | ex-TV editor in the UK | Python+Swift | building storyteller tools | reverse-engineering creativity with machines
Mahesh Chandra Mukkam... @mmahesh873
261 Followers 726 Following IIT Alumni. Phd student in Mathematical Optimization Group, University of Tuebingen #Optimization | #MachineLearning | #AI | Convex, Non-convex Optimization
Aexyn @Aexyn
0 Followers 3K Following
Moshood Olawale @Quantymosh
163 Followers 2K Following
KAVIN PRASANTH @kavin_prasanth_
4 Followers 228 Following
Chandan @chandan_kr__
22 Followers 53 Following Training models to predict my life decisions — still overfitting
Sergei @Serezha
350 Followers 4K Following
Krystal Sporer @SporerKrys42853
100 Followers 4K Following
Tony L. He @tonyhe_lipeng
27 Followers 538 Following Researcher @UWaterloo working on Trustworthy ML / Ex-Software Engineer
Gmolate @gmolate
1K Followers 6K Following CTI 🎩👁️🗨️Politics & Science🧪🦷⚕️👨⚕️🏥🦠 #Cypherpunk 🇨🇱 🇦🇶 #bitcoin #OSINT #Cybersecurity opiniones? no!. + bien payloads para humanos.
Oddity @VedantY63546623
13 Followers 361 Following
Vartan Polodyan @VarPol
196 Followers 6K Following
Richard Hundt @HundtRichard
87 Followers 484 Following Engineer | Artist | Atheist Intermittent bullshit allergies. Not sure if it's a hardware or software problem. Working on it.
Mogith P N @MogithN
202 Followers 1K Following If life gives you lemonade make lemons out of it. life will be like whaaaat ! #ML #AI #Techie
c @minimal_system
0 Followers 1K Following
Madhukar @madhukar93
46 Followers 742 Following
NoRulers @Icarusdissident
465 Followers 2K Following Father of 4, purveyor of the deranged, collector of expensive obsessions GFY
Amo @hydraulicspood
243 Followers 4K Following
Yann LeCun @ylecun
955K Followers 765 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Mark Tenenholtz @marktenenholtz
138K Followers 628 Following Head of AI @PredeloHQ. Building reliable agents. XGBoost peddler, transformer purveyor.
elvis @omarsar0
266K Followers 680 Following Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ↓
Sanyam Bhutani @bhutanisanyam1
41K Followers 1K Following 👨💻 Working on llama models @AIatMeta | Previously: @h2oai, @weights_biases 🎙 Podcast @ctdsshow 👨🎓 Fellow @fastdotai 🎲 Grandmaster @Kaggle
Radek Osmulski @radekosmulski
28K Followers 599 Following LLMs and retrieval by day and other genres of AI when I get the chance 🧪 Senior AI Eng @NVIDIAAI 🏫 @fastdotai trained DL Eng 📝 https://t.co/By87iXx5Pu
Philipp Singer @ph_singer
12K Followers 493 Following Senior Principal Data Scientist @h2oai | PhD in CS Top ranked Kaggle Grandmaster (Highest #1) All views are my own. https://t.co/NHdaca1Nns
merve @mervenoyann
80K Followers 5K Following open-sourceress at @huggingface 🧙🏻♀️proud Aegean, I work on computer vision, VLMs & agents | gençleri serbest bırakın
PyTorch @PyTorch
453K Followers 77 Following Tensors and neural networks in Python with strong hardware acceleration. PyTorch is an open source project at the Linux Foundation. #PyTorchFoundation
Christoph Molnar 🦋... @ChristophMolnar
33K Followers 976 Following Author of Interpretable Machine Learning https://t.co/gJKlTA2deP | Newsletter: https://t.co/6fQuMr8yI8
Soumith Chintala @soumithchintala
252K Followers 1K Following Cofounded and lead @PyTorch at Meta. Also dabble in robotics at NYU. AI is delicious when it is accessible and open-source.
Chris Albon @chrisalbon
89K Followers 3K Following Director of ML and Data Eng @Wikimedia Foundation. We host Wikipedia.
Hamel Husain @HamelHusain
39K Followers 2K Following Evals evals evals https://t.co/Zrmp6LRd9c About Me: https://t.co/P6WyeKkyTa
Lucas Beyer (bl16) @giffmana
110K Followers 523 Following Researcher (now: Meta. ex: OpenAI, DeepMind, Brain, RWTH Aachen), Gamer, Hacker, Belgian. Anon feedback: https://t.co/xe2XUqkKit ✗DMs → email
Tanishq Mathew Abraha... @iScienceLuvr
81K Followers 1K Following CEO @SophontAI | Founder @MedARC_AI | PhD at 19 (2023) | ex Research Director Stability AI | Biomed. engineer @ 14 | TEDx talk➡https://t.co/xPxwKTq6Qb
Aran Komatsuzaki @arankomatsuzaki
146K Followers 305 Following Looking for a cofounder. Sharing AI research. Early work on AI (GPT-J, LAION, scaling, MoE). Ex ML PhD (GT) & Google.
Hugging Face @huggingface
566K Followers 210 Following The AI community building the future. https://t.co/VkRPD0Vclr
Delip Rao e/σ @deliprao
62K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈
Julien Chaumond @julien_c
65K Followers 1K Following Co-founder and CTO at @huggingface 🤗. ML/AI for everyone, building products to propel communities fwd. @Stanford + @Polytechnique
Jürgen Schmidhuber @SchmidhuberAI
165K Followers 0 Following Invented principles of meta-learning (1987), GANs (1990), Transformers (1991), very deep learning (1991), etc. Our AI is used many billions of times every day.
Andrada @andradavulpee
10K Followers 518 Following 🎨 Data Scientist 🦆 Kaggle Notebooks Grandmaster ⌨️ ZbyHP Data Science Ambassador
Kartik @ayyar
1K Followers 1K Following Engingeering lead for @Roblox Assistant. Past: Smart Reply @GoogleAI, cofounder LetterFeed (exit: @Google), @utcompsci. Opinions not my employers.
Omar Abudayyeh @omarabudayyeh
8K Followers 3K Following @harvardmed Asst. Professor | AI x Bio x Longevity | @MIT @broadinstitute | Co-founder @Sherlock_bio & @terrainbiosci
Brian Atwood @batwood011
9K Followers 3K Following Making voice AI interfaces fast and reliable @sindarintech. Try for yourself at https://t.co/tnHjOtXs43
Userofintellect @userofintellect
67K Followers 10K Following Prof., PhD | Data Scientist | EZPZ Trading, Supporting Retail Traders | $SPY & #SPX Options | Macroeconomics | Social & Economic Justice Advocate
Mengdi Wang @MengdiWang10
4K Followers 1K Following Professor @Princeton in AIML. Co-Director of #Princeton AI^2. Program Chair @ICLR2023. Formerly @MIT @GoogleDeepmind @Tsinghua. my Erdos number: 3
Jiahao Qiu @JiahaoQiu99
345 Followers 251 Following PhD @Princeton|Prev. Undergrad @SJTU1896 @UMichCSE
anshuman @athleticKoder
14K Followers 824 Following machine learning engineer; prev: ai consultant @google, mle @ https://t.co/7tFP7MHyLH, gsoc @tensorflow
Robert Scoble @Scobleizer
543K Followers 23K Following The best from ML/AI community | Ex-Microsoft, Rackspace, Fast Company | Wrote eight books about the future | Silicon Valley robots, holodecks, BCIs, & startups.
Shashank Verma @Shashank__Verma
26 Followers 143 Following All things GenAI. Developer Advocate and Product Research Engineer at NVIDIA. Views are my own.
Carlos Garrido 🍿 @shouldomythesis
224 Followers 2K Following Drinking coffee. One deadline at a time. Lacking coherence
Susan Zhang @suchenzang
33K Followers 679 Following @ Google Deepmind. Past: @MetaAI, @OpenAI, @unitygames, @losalamosnatlab, @Princeton etc. Always hungry for intelligence.
Brian D. Colwell @briandcolwell
71K Followers 757 Following The future is being written in atoms and algorithms. My role is to help ensure we're reading that story accurately & positioning ourselves wisely. Quantum Nerd.
Conrad Irwin @conradirwin
4K Followers 591 Following Co-founder of https://t.co/aYjTspzMAn | Core team @pryrepl | http://t.co/Kcjbwno7PS Programmer, blogger, speaker, dancer.
Maitre Eolas🇫🇷 @Maitre_Eolas
355K Followers 991 Following Avocat, praticien de la justice, débatteur public, potache. bluesky: https://t.co/CXIDshxxMx
Kyle R. McNease @KyleMcnease
4K Followers 1K Following legends of one remaining human-in-the-loop | Unaligned AI=existential risk
Juggalos For Context�... @ebarcuzzi
1K Followers 3K Following JD, MD, PhD. Noble Prize winner. World's top expert on Freddy-Kruger Effect.
Rylan Schaeffer @RylanSchaeffer
6K Followers 2K Following CS PhD Student at Stanford Trustworthy AI Research with @sanmikoyejo. Prev interned/worked @ Meta, Google, MIT, Harvard, Uber, UCL, UC Davis
Abhimanyu Saxena @asxna
16K Followers 5K Following Building @Scaler_Official and @scaler_sst . Teacher, programmer, cook and meme dealer in the same order.
Kamalika Chaudhuri @kamalikac
5K Followers 2K Following Director and Research Scientist, FAIR @ Meta. Former Professor at UCSD. Researcher in AI privacy, security, and generalization.
Stéphane Audrand @AudrandS
30K Followers 2K Following Consultant en risques internationaux (armements, nucléaire, agriculture), historien, officier de réserve. Mes tweets n'engagent que moi !
ほりきた さく(H... @HorikitaSaku
369 Followers 2K Following Real name: YuXuan Wu 人工知能、データ科学、自然科学への応用 AI for science National University of Singapore Medicine CN/EN/JP; Kaggle Competition Master🟠
Andreas Kirsch 🇺�... @BlackHC
14K Followers 6K Following My opinions only here. 👨🔬 RS @DeepMind, @Midjourney 1y 🧑🎓 DPhil @AIMS_oxford @UniofOxford 4.5y 🧙♂️ RE DeepMind 1y 📺 SWE @Google 3y 🎓 TUM 👤 @nwspk
hengcherkeng @hengcherkeng
449 Followers 83 Following
Mila! @thePrettyProof
917 Followers 992 Following CS Mind | ART heart 🩷🤍🩵 | 🏳️⚧️ Trans & genderfluid (she/her) | AI × NFTs & creativity | Abdicated Empress → https://t.co/59Ka22bjly
Stephane Kasriel @skasriel
23K Followers 3K Following VP at Meta FAIR, Meta Fundamental AI Research. Follow us at @aiatmeta.
Joe Cole - e/acc @joecole
14K Followers 14K Following Human potential x software x AI. Science maximalist. e/acc x h/acc. Prev founded SaaS for pro sport & olympians.
Eric W. Tramel @fujikanaeda
2K Followers 734 Following Research Scientist @ Nvidia. Ex: Synth Data @ Gretel & Unlearn, Federated Learning @ Amazon Alexa & Owkin. Postdocs @ INRIA & ENS. Views my own.
Zor @Zor1727349
1 Followers 3 Following
Cyrille Rossant @cyrillerossant
2K Followers 1K Following Neuro PhD, research software engineer @intlbrainlab @UCL. @ENS_ULM grad. @Adikia_fr cofounder. SBS/AHT scholar. #Python #GPU #vulkan #dataviz #math #science
gewurztraminer @benabarr
16K Followers 13K Following France, Alsace, Strasbourg. Heureux d’y vivre. Anti extrêmes. Pro Ukraine. Européen. 🇺🇦🇪🇺🇫🇷 #NAFO #PFM #FemmeVieLiberte
alz @alz_zyd_
30K Followers 16K Following pfp by @ShizzyAizawa. Post-Newtonian economist. Inventor of the John Von Neumann hypothesis for LLM scaling limits
Chinonso Okonkwo @Nonso_Analytics
11K Followers 928 Following ML & AI || Data Analyst || 3×Datathon Winner Subscribe to my YouTube channel 👇
Nikhil Srinivasan @nvs
9K Followers 10K Following Building @infinite. Previously @sardine @coinbase (via @_dsys) @geochurch.
Flavio Adamo @flavioAd
7K Followers 351 Following I’m the reason your feed was full of hexagon bouncing balls - Building https://t.co/wKSxe8kM3k - [email protected]
Olivier Poncet 🦝 @ponceto91
14K Followers 3K Following Artisan du magiciel et adepte de programmation récréative. Je partage du code, parle de logiciels libres et open-sources, de Linux, BSD et d'infrastructure
kalomaze @kalomaze
19K Followers 2K Following ML researcher (@primeintellect), speculator • extremely silly jester
Zeyuan Allen-Zhu, Sc.... @ZeyuanAllenZhu
21K Followers 465 Following physics of language models @ Meta (FAIR, not GenAI, not TBD) 🎓:Tsinghua Physics — MIT CSAIL — Princeton/IAS 🏅:IOI x 2 — ACM-ICPC — USACO — Codejam — math MCM
Wenhu Chen @WenhuChen
23K Followers 673 Following AI researcher. Interested in Reasoning, Multimodal. I direct TIGER-Lab. Author of PoT, MMMU, MMLU-Pro, MAmmoTH, LongRAG, MAP-Neo, YuE, VL-Rethinker