Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers

26 May 2025

Papers citing "Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers"

50 / 64 papers shown

Title
ToRL: Scaling Tool-Integrated RL Xuefeng Li Haoyang Zou Pengfei Liu OffRL LRM 64 10 0 30 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 123 77 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 129 29 0 07 Mar 2025
Learning More Effective Representations for Dense Retrieval through Deliberate Thinking Before Search Yifan Ji Zhipeng Xu Zhenghao Liu Yukun Yan S. Yu Yongqian Li Zhiyuan Liu Yu Gu Ge Yu Maosong Sun RALM 77 3 0 18 Feb 2025
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation SeongKu Kang Bowen Jin Wonbin Kweon Yu Zhang Dongha Lee Jiawei Han Hwanjo Yu 81 3 0 16 Feb 2025
Demystifying Long Chain-of-Thought Reasoning in LLMs Edward Yeo Yuxuan Tong Morry Niu Graham Neubig Xiang Yue OffRL LRM 112 107 0 05 Feb 2025
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation Takyoung Kim Kyungjae Lee Y. Jang Ji Yong Cho Gangwoo Kim Minseok Cho Moontae Lee 192 1 0 28 Jan 2025
Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning Yiqun Chen Lingyong Yan Weiwei Sun Xinyu Ma Yi Zhang Shuaiqiang Wang Dawei Yin Yiming Yang Jiaxin Mao 33 6 0 28 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 251 1,503 0 22 Jan 2025
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Zhaochun Ren RALM ALM ELM LRM LM&MA 130 304 0 31 Dec 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... Haotian Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 67 9 0 17 Oct 2024
Agentic Information Retrieval Weinan Zhang Junwei Liao Ning Li Kounianhua Du Jianghao Lin AIFin 75 6 0 13 Oct 2024
Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge Tianhao Wu Weizhe Yuan O. Yu. Golovneva Jing Xu Yuandong Tian Jiantao Jiao Jason Weston Sainbayar Sukhbaatar ALM KELM LRM 78 84 0 28 Jul 2024
Reasoning with Large Language Models, a Survey Aske Plaat Annie Wong Suzan Verberne Joost Broekens Niki van Stein Thomas Back OffRL LRM AI4CE ReLM 29 61 0 16 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang Mohammad Shoeybi Bryan Catanzaro ALM RALM 72 64 0 02 Jul 2024
Generate-then-Ground in Retrieval-Augmented Generation for Multi-hop Question Answering Zhengliang Shi Shuo Zhang Weiwei Sun Shen Gao Pengjie Ren Zhumin Chen Zhaochun Ren RALM 86 34 0 21 Jun 2024
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation Shuting Wang Xin Yu Mang Wang Weipeng Chen Yutao Zhu Zhicheng Dou RALM 55 9 0 18 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments Zhenrui Yue Huimin Zeng Lanyu Shang Yifan Liu Yang Zhang Dong Wang RALM 58 6 0 14 Jun 2024
A Survey on Large Language Models for Code Generation Juyong Jiang Fan Wang Jiasi Shen Sungju Kim Sunghun Kim 95 176 0 01 Jun 2024
ATM: Adversarial Tuning Multi-agent System Makes a Robust Retrieval-Augmented Generator Junda Zhu Lingyong Yan Haibo Shi Dawei Yin Lei Sha RALM 62 7 0 28 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 88 220 0 10 May 2024
ADELIE: Aligning Large Language Models on Information Extraction Yunjia Qi Hao Peng Xiaozhi Wang Bin Xu Lei Hou Juanzi Li 80 10 0 08 May 2024
Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization Hamed Zamani Michael Bendersky 92 26 0 05 May 2024
Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation Shicheng Xu Liang Pang Mo Yu Fandong Meng Huawei Shen Xueqi Cheng Jie Zhou RALM 58 13 0 28 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 84 953 0 05 Feb 2024
CorpusLM: Towards a Unified Language Model on Corpus for Knowledge-Intensive Tasks Xiaoxi Li Zhicheng Dou Yujia Zhou Fangchao Liu RALM 55 16 0 02 Feb 2024
Corrective Retrieval Augmented Generation Shi-Qi Yan Jia-Chen Gu Yun Zhu Zhen-Hua Ling RALM 188 77 0 29 Jan 2024
ChatQA: Surpassing GPT-4 on Conversational QA and RAG Zihan Liu Ming-Yu Liu Rajarshi Roy Peng Xu Chankyu Lee Mohammad Shoeybi Bryan Catanzaro ALM RALM AI4MH 55 44 0 18 Jan 2024
Mixtral of Experts Albert Q. Jiang Alexandre Sablayrolles Antoine Roux A. Mensch Blanche Savary ... Théophile Gervet Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LLMAG 93 1,049 0 08 Jan 2024
Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models Zixiang Chen Yihe Deng Huizhuo Yuan Kaixuan Ji Quanquan Gu SyDa 67 300 0 02 Jan 2024
Large Language Models for Generative Information Extraction: A Survey Derong Xu Wei-neng Chen Wenjun Peng Chao Zhang Tong Xu Xiangyu Zhao Xian Wu Yefeng Zheng Yang Wang Enhong Chen 116 160 0 29 Dec 2023
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 94 1,701 1 18 Dec 2023
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 175 171 0 11 Dec 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 83 805 0 09 Nov 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 228 699 0 17 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 66 154 0 06 Oct 2023
Making Retrieval-Augmented Language Models Robust to Irrelevant Context Ori Yoran Tomer Wolfson Ori Ram Jonathan Berant RALM LRM 52 200 0 02 Oct 2023
RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models Ronak Pradeep Sahel Sharifymoghaddam Jimmy Lin ALM 71 40 0 26 Sep 2023
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction Zeyuan Allen-Zhu Yuanzhi Li KELM 75 149 0 25 Sep 2023
RADE: Reference-Assisted Dialogue Evaluation for Open-Domain Dialogue Zhengliang Shi Weiwei Sun Shuo Zhang Zhen Zhang Pengjie Ren Zhaochun Ren 34 9 0 15 Sep 2023
Generator-Retriever-Generator Approach for Open-Domain Question Answering Abdelrahman Abdallah Adam Jatowt RALM 53 11 0 21 Jul 2023
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation Ruiyang Ren Yuhao Wang Yingqi Qu Wayne Xin Zhao Qingbin Liu Hao Tian Huaqin Wu Ji-Rong Wen Haifeng Wang RALM KELM 75 131 0 20 Jul 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 293 3,712 0 29 May 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 48 242 0 24 May 2023
Query Rewriting for Retrieval-Augmented Large Language Models Xinbei Ma Yeyun Gong Pengcheng He Hai Zhao Nan Duan KELM LRM 63 107 0 23 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 115 1,850 0 17 May 2023
Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework Ruochen Zhao Xingxuan Li Shafiq Joty Chengwei Qin Lidong Bing LRM KELM 38 161 0 05 May 2023
In-Context Retrieval-Augmented Language Models Ori Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Y. Shoham KELM RALM LRM 74 570 0 31 Jan 2023
Variational Reasoning over Incomplete Knowledge Graphs for Conversational Recommendation Xiaoyu Zhang Xin Xin Dongdong Li Wenxuan Liu Pengjie Ren Zhumin Chen Jun Ma Zhaochun Ren 69 36 0 22 Dec 2022
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 73 441 0 20 Dec 2022