zhou Yu @Zhou_Yu_AI
Associate Professor at Columbia, advancing the frontier of NLP. Forbes 30 under 30. Amazon Alexa Prize winner. cs.columbia.edu/~zhouyu/ New York, USA Joined July 2015-
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How ICL 𝘦𝘮𝘦𝘳𝘨𝘦𝘴 from unsupervised data? 𝘐𝘵 𝘭𝘦𝘢𝘳𝘯𝘴 𝘧𝘳𝘰𝘮 parallel phrases After deleting parallel parts the ICL ability was reduced by 51% deleting random words - only 2% 🧵 @yanda_chen_ @henryzhao4321 @Zhou_Yu_AI @hhexiy @columbianlp arxiv.org/abs/2402.12530
Thank you Justin for the invite—excited to share this research and looking forward to chatting with everyone more broadly as well! :)
Thank you Justin for the invite—excited to share this research and looking forward to chatting with everyone more broadly as well! :)
Our lab's recent work on understanding why LLMs have in-context-learning abilities.
Our lab's recent work on understanding why LLMs have in-context-learning abilities.
[1/7] Pre-trained LMs can do in-context learning, but this is unexpected given the distribution shift between pre-training data and ICL prompts. What structures of pre-training data yield ICL? Check out our work “Parallel Structures in Pre-training Data Yield In-Context Learning”
📢📢Call for papers & Spread the word If you are working on speech foundation models, please consider submitting to our special session at #Interspeech2024 @ISCAInterspeech : Responsible Speech Foundation Models sites.google.com/view/responsib… Position papers from NLP/ML are also welcome
I keep telling my students: one should be able to get the gist of your paper by looking at the figures and reading the captions.
I keep telling my students: one should be able to get the gist of your paper by looking at the figures and reading the captions.
Agree with Chris. Open-source chatbots have come a long way
Agree with Chris. Open-source chatbots have come a long way
🤩Apple opensources MGIE! Now one can take random pictures w. iPhone & edit w. language! Guiding Instruction-based Image Editing via Multimodal Large Language Models #ICLR2024 spotlight: openreview.net/forum?id=S1RKW… Apple repo github.com/apple/ml-mgie Gradio github.com/tsujuifu/pytor…
Our new work on language learning
Our new work on language learning
LLMs are great any many things, but not everything! Despite their progress, there are flaws when it comes to complex reasoning, compositionality or reliability. To overcome these issues, we turn the problem on its head in our new paper recently accepted into EMNLP:👉
PearX W24 apps are open for a bit longer. We kick off every cohort with Camp Pear: our in-person founder retreat. That's followed by 14 weeks of company building. And finally Demo Day to pitch your startup to thousands of investors. Apply today at pear.vc/pearX.
Check out our paper on what kind of noise a dialog dataset can have and how to reduce such noise while collecting such data.
Check out our paper on what kind of noise a dialog dataset can have and how to reduce such noise while collecting such data.
Hi All, Please check out a joint work between Salesforce and our lab at Columbia on a comprehensive collection of dialog data with diverse domains and tasks.
Hi All, Please check out a joint work between Salesforce and our lab at Columbia on a comprehensive collection of dialog data with diverse domains and tasks.
We just released a new work evaluating whether the LLMs' explanation is faithful.
We just released a new work evaluating whether the LLMs' explanation is faithful.
My newly graduated student Weiyan will become a new faculty at northeastern!
My newly graduated student Weiyan will become a new faculty at northeastern!
Hi All, Please try our new dataset to evaluate your LLM's EQ.
Hi All, Please try our new dataset to evaluate your LLM's EQ.
FFC is a special community of technical founders who are changing the world through AI, healthcare, climate, biotech, and consumer software. We at @pearvc are thankful that we have a reunion twice a year in SF and NY to collectively celebrate 150+ female founder's achievements
🌐学习“世界模型”，人类级AI的密码在哪里？🔐 📅美西时间2023年6月10日晚8点、北京时间2023年6月11日上午11点，我们诚邀您加入我们的Twitter Space讨论：学习“世界模型”，构建人类级AI的关键是什么？…
My Managing Partner @MarHershenson doesn’t use Twitter so I need to brag for her! She’s on @BloombergTV talking about @pearvc’s new fund and Female Founder Circles! 💚🍐💚🍐 Happy Friday 🙏
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et al. @basujindal
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(((ل()(ل() 'yoav))).. @yoavgo
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[7/7] Paper: arxiv.org/abs/2402.12530 Coauthors: @henryzhao4321, @Zhou_Yu_AI, Kathleen McKeown, @hhexiy
Excited about our latest work: we found a way to train LLMs to produce reasoning that's more faithful to how LLMs solve tasks. We did so by training LLMs to give reasoning that's consistent across inputs, and I suspect the approach here might be useful even beyond faithfulness
🚀New paper!🚀 Chain-of-thought (CoT) prompting can give misleading explanations of an LLM's reasoning, due to the influence of unverbalized biases. We introduce a simple unsupervised consistency training method that dramatically reduces this, even on held-out forms of bias. 🧵
🔊 Please consider submitting to our Secure and Trustworthy Large Language Model Workshop at #ICLR2024! Submission ddl is Feb 12.
Submission ddl is Feb 12. We welcome any topics related to LLM security and trustworthiness. Look forward to your submission!
We have two exciting keynote speakers, @gregd_nlp and @elgreco_winter at *SEM 2024. Come to join us in Mexico City 🇲🇽 sites.google.com/view/starsem20…… #starsem2024 #naacl2024 #NLProc
Standing room only at last night #FridayNightAI—a conversation on AI&consciousness between @michigan_AI & the local community hosted by the library. The main insights —we'll learn more about consciousness by building AI —communities are SO eager to engage in these conversations!
Thinking of hitching your fate to a startup adventure? Best advice ever: • optimize for glory, not money • focus on numerator, not denominator • get the best team, not the best title • select for slope, not y-intercept • do work that matters, life’s too short to work on BS
GPT-4 is still 🥇, but I stare, amazed at how good “mostly open” LLMs have become in the last 6 months. On LMSYS Chatbot Arena huggingface.co/spaces/lmsys/c…, the best open LLMs—Mixtral-8x7b-Instruct & Yi-34B-Chat—are roughly tied vs. ChatGPT-3.5 and get ~30% wins against GPT-4-Turbo.
🤩Apple opensources MGIE! Now one can take random pictures w. iPhone & edit w. language! Guiding Instruction-based Image Editing via Multimodal Large Language Models #ICLR2024 spotlight: openreview.net/forum?id=S1RKW… Apple repo github.com/apple/ml-mgie Gradio github.com/tsujuifu/pytor…
Javelina!! The dog immediately started barking when I let her out this afternoon, so I investigated and found a herd of javelina behind my house. I counted at least 7, and the herd included a baby! Super cool.
I just noticed ARR publishes statistics for review and metareview scores (at least for the October deadline). stats.aclrollingreview.org/iterations/202…
Receiving the Everett Rogers Award from @APHA_PHEHP tonight in Atlanta. I’ve learned from and also taught Prof. Rogers’ research on innovation diffusion and communication for many years. While I interned at UNICEF, I wrote reports on C4D citing a lot from him.
I will be joining @UT_Dallas as an Assistant Professor in @UTDJonsson in Fall 2024. Deep thanks to my advisors @WilliamWangNLP, Xifeng Yan, collaborators, and friends for supporting me as always. Currently, I'm working as a postdoc in @S3DatCMU. Look forward to the new journey!
🚨LLM Reasoners 🧠 A library for LLMs to do advanced reasoning, including latest algorithms: - Reasoning-via-Planning (RAP) 🎶 - Tree-of-Thought (ToT) 🌴 - beam search, and more All in unified perspective of world models🌎 and reward🥇 More alg & results coming soon!
📣 Introducing LLM Reasoners (github.com/Ber666/llm-rea…), a library for advanced reasoning with LLMs. Simply define a reward function and an optional world model, and let LLM Reasoners take care of the rest, including Reasoning Algorithms, Visualization, LLM calling, etc.
🚀Introducing #LLaMA2-Accessory - an advanced open-source toolkit for large language models. Evolved from LLaMA-Adapter, we now support more datasets, tasks, visual encoders, and efficient optimization methods.🧠 🔗Code: github.com/Alpha-VLLM/LLa… 💡Key Features: 🎯 Pre-training…
Honored to receive the @ACMSIGIR Early Career Excellence in Research and Excellence in Community Engagement awards. #SIGIR2023
Congratulations to @SalemiAlireza7 and Juan for winning the Best Student Paper Award at #SIGIR2023!
🎉Thrilled to share that our paper "World-to-Words: Grounded Open Vocabulary Acquisition through Fast Mapping in Vision-Language Models" was selected for the outstanding paper award at #ACL2023NLP! Thanks @aclmeeting :-) Let's take grounding seriously in VLMs because... 🧵[1/n]
How much do I want to be at #ACL2023 in time for this? Delta just offered to buy out of the flight for $1400! 😂
Mon, 11am, demo posters #ACL2023NLP: we'll present CB2! 🎥youtu.be/LZHckFpGa5w Tired after #ACL2023NLP tutorials? Relax with an AI game of CB2 @ cb2.ai Want to to do fancy research with bots interacting with humans but have no bigcorp engineers? Done!
Happy to present our paper GrounDialog (aclanthology.org/2023.bea-1.26.…) at the 18th Workshop on Innovative Use of NLP for Building Educational Applications @AclSigedu at #ACL2023 #ACL2023NLP
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