Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

17 May 2025

Papers citing "Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents"

7 / 7 papers shown

Title
Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models Wentao Shi Yiqing Shen KELM LRM 33 0 0 10 Jun 2025
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Xin Wu Haofen Wang Jeff Z. Pan Wen Zhang Ningyu Zhang ReLM OffRL AI4TS LRM 168 23 0 25 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 238 122 0 12 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Zhongfu Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 214 43 0 07 Mar 2025
Cognify: Supercharging Gen-AI Workflows With Hierarchical Autotuning Zijian He Reyna Abhyankar Vikranth Srivatsa Yiying Zhang 84 1 0 12 Feb 2025
CacheBlend: Fast Large Language Model Serving for RAG with Cached Knowledge Fusion Jiayi Yao Hanchen Li Yuhan Liu Siddhant Ray Yihua Cheng Qizheng Zhang Kuntai Du Shan Lu Junchen Jiang 150 24 0 26 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 185 72 0 22 May 2024