RAGEN: Understanding Self-Evolution in LLM Agents Via Multi-Turn Reinforcement Learning

Zihan Wang, Kangrui Wang, Qineng Wang, Pingyue Zhang,Linjie Li,Zhengyuan Yang, Xing Jin, Kefan Yu, Minh Nhat Nguyen, Licheng Liu, Eli Gottlieb, Yiping Lu,Kyunghyun Cho,Jiajun Wu,Li Fei-Fei,Lijuan Wang,Yejin Choi,Manling Li

arxiv（2025）

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