Show, Don't Tell: Aligning Language Models with Demonstrated Feedback (AI summary)
Omar Shaikh, Michelle Lam, Joey Hejna, Yijia Shao, Michael Bernstein, Diyi Yang
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SelfGoal: Your Language Agents Already Know How to Achieve High-level Goals (AI summary)
Ruihan Yang, Jiangjie Chen, Yikai Zhang, Siyu Yuan, Aili Chen, Kyle Richardson, Yanghua Xiao, Deqing Yang
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The Geometry of Categorical and Hierarchical Concepts in Large Language Models (AI summary)
Kiho Park, Yo Joong Choe, Yibo Jiang, Victor Veitch
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Discovering Preference Optimization Algorithms with and for Large Language Models (AI summary)
Chris Lu, Samuel Holt, Claudio Fanconi, Alex J. Chan, Jakob Foerster, Mihaela van der Schaar, Robert Tjarko Lange
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SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales (AI summary)
Tianyang Xu, Shujin Wu, Shizhe Diao, Xiaoze Liu, Xingyao Wang, Yangyi Chen, Jing Gao
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Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models (AI summary)
Ling Yang, Zhaochen Yu, Tianjun Zhang, Shiyi Cao, Minkai Xu, Wentao Zhang, Joseph E. Gonzalez, Bin Cui
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Faithful Logical Reasoning via Symbolic Chain-of-Thought (AI summary)
Jundong Xu, Hao Fei, Liangming Pan, Qian Liu, Mong-Li Lee, Wynne Hsu
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Scalable MatMul-free Language Modeling (AI summary)
Rui-Jie Zhu, Yu Zhang, Ethan Sifferman, Tyler Sheaves, Yiqiao Wang, Dustin Richmond, Peng Zhou, Jason K. Eshraghian
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SimPO: Simple Preference Optimization with a Reference-Free Reward (AI summary)
Yu Meng, Mengzhou Xia, Danqi Chen
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Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality (AI summary)
Tri Dao, Albert Gu
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