Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty

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Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty

22 May 2025

Zhiyu Zoey Chen

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Papers citing "Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty"

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Title
A Comprehensive Survey on Reinforcement Learning-based Agentic Search: Foundations, Roles, Optimizations, Evaluations, and Applications Minhua Lin Zongyu Wu Zhichao Xu Hui Liu Xianfeng Tang Qi He Charu C. Aggarwal Hui Liu Xiang Zhang Suhang Wang AI4TS LRM 410 1 0 19 Oct 2025
HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation Peilin Wu Mian Zhang Kun Wan Wentian Zhao Kaiyu He Xinya Du Zhiyu Zoey Chen 60 0 0 09 Oct 2025
Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning Yifei Chen Guanting Dong Zhicheng Dou LRM 179 2 0 27 Sep 2025
A Survey of LLM-based Deep Search Agents: Paradigm, Optimization, Evaluation, and Challenges Yunjia Xi Jianghao Lin Yongzhao Xiao Zheli Zhou Rong Shan Te Gao Jiachen Zhu Weiwen Liu Yong Yu Weinan Zhang LLMAG ELM 243 15 0 03 Aug 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Sara Szymkuć Hansi Zeng Zhenrui Yue Jinsung Yoon Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han OffRL AI4TS LRM RALM ReLM KELM 704 511 0 12 Mar 2025
SMART: Self-Aware Agent for Tool Overuse MitigationAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Cheng Qian Emre Can Acikgoz Huaimin Wang Xiusi Chen Avirup Sil Dilek Hakkani-Tur Gokhan Tur Heng Ji LLMAG KELM LRM 441 27 0 17 Feb 2025
DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Xinyan Guan Jiali Zeng Fandong Meng Chunlei Xin Yaojie Lu Hongyu Lin Jia Zheng Le Sun Jie Zhou ReLM KELM LRM 281 7 0 03 Feb 2025