@inproceedings{li-etal-2025-r3, title = "R3-{RAG}: Learning Step-by-Step Reasoning and Retrieval for {LLM}s via Reinforcement Learning", author = "Li, Yuan and Luo, Qi and Li, Xiaonan and Li, Bufan and Cheng, Qinyuan and Wang, Bo and Zheng, Yining and Wang, Yuxin and Yin, Zhangyue and Qiu, Xipeng", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2025", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2025.findings-emnlp.554/", pages = "10491--10507", ISBN = "979-8-89176-335-7" }