Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Maohao Shen; Guangtao Zeng; Zhenting Qi; Zhang-Wei Hong; Zhenfang Chen; Wei Lu; Gregory W. Wornell; Subhro Das; David Daniel Cox; Chuang Gan

2025 ICML ICML 2025

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Abstract

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Authors

Maohao Shen, Guangtao Zeng, Zhenting Qi, Zhang-Wei Hong, Zhenfang Chen, Wei Lu, Gregory W. Wornell, Subhro Das, David Daniel Cox, Chuang Gan

Topics

Reinforcement Learning > Methods > Policy Learning Artificial Intelligence > Core AI > Large Language Models Artificial Intelligence > Core AI > Reasoning

Keywords

reinforcement learning autoregressive search self reflection llm reasoning self improvement chain-of-action-thought

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