R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

7 March 2025

Papers citing "R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning"

10 / 10 papers shown

Title
ReEx-SQL: Reasoning with Execution-Aware Reinforcement Learning for Text-to-SQL Yaxun Dai Wenxuan Xie Xialie Zhuang Tianyu Yang Yiying Yang Haiqin Yang Yuhang Zhao Pingfu Chao Wenhao Jiang ReLM LRM 27 0 0 19 May 2025
Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents Tiannuo Yang Zebin Yao Bowen Jin Lixiao Cui Yusen Li Gang Wang Xiaoguang Liu LLMAG 2 0 0 17 May 2025
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs Yaorui Shi Shihan Li Chang Wu Zhiyuan Liu Junfeng Fang Hengxing Cai An Zhang Xinbing Wang ReLM LRM 36 0 0 16 May 2025
Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving Xinji Mai Haotian Xu X. Wu Weinong Wang Yingying Zhang Wenqiang Zhang ReLM LRM 43 0 0 12 May 2025
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent Ziyang Huang Xiaowei Yuan Yiming Ju Jun Zhao Kang Liu RALM KELM 26 1 0 12 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Hao Sun Zile Qiao Jiayan Guo Xuanbo Fan Yingyan Hou Yong Jiang Pengjun Xie Yan Zhang Fei Huang Jingren Zhou OffRL 64 2 0 07 May 2025
WebThinker: Empowering Large Reasoning Models with Deep Research Capability X. Li Jiajie Jin Guanting Dong Hongjin Qian Yutao Zhu Yongkang Wu Ji-Rong Wen Zhicheng Dou LLMAG LRM 100 2 0 30 Apr 2025
Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning Joykirat Singh Raghav Magazine Yash Pandya A. Nambi LLMAG KELM OffRL LRM 172 2 0 28 Apr 2025
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs Jiazhan Feng Shijue Huang Xingwei Qu Ge Zhang Yujia Qin Baoquan Zhong Chengquan Jiang Jinxin Chi Wanjun Zhong OffRL ReLM SyDa KELM LRM 59 7 0 15 Apr 2025
RARE: Retrieval-Augmented Reasoning Modeling Zhengren Wang Jiayang Yu Dongsheng Ma Zhengzhang Chen Yu Wang ... Zhiyu Li Yanfeng Wang Weinan E Linpeng Tang Feiyu Xiong RALM LRM 42 3 0 30 Mar 2025