R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning - researchr publication

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Yuan Li, Qi Luo, Xiaonan Li, Bufan Li, Qinyuan Cheng, Bo Wang 0084, Yining Zheng, Yuxin Wang 0005, Zhangyue Yin, Xipeng Qiu. R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Findings of the Association for Computational Linguistics: EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 10491-10507, Association for Computational Linguistics, 2025. [doi]

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