Title
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Weipeng Chen Haofen Wang Jeff Z. Pan Wen Zhang H. Chen ReLM OffRL AI4TS LRM 62 6 0 25 Mar 2025
MiCEval: Unveiling Multimodal Chain of Thought's Quality via Image Description and Reasoning Steps Xiongtao Zhou Jie He Lanyu Chen Jingyu Li Haojing Chen Víctor Gutiérrez-Basulto Jeff Z. Pan H. Chen LRM 52 1 0 18 Oct 2024
Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval Yu Xia Junda Wu Sungchul Kim Tong Yu Ryan A. Rossi Haoliang Wang Julian McAuley 26 3 0 17 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 84 1 0 15 Oct 2024
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 33 6 0 29 Sep 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 144 600 0 17 Oct 2023
FireAct: Toward Language Agent Fine-tuning Baian Chen Chang Shu Ehsan Shareghi Nigel Collier Karthik Narasimhan Shunyu Yao ALM LLMAG 99 96 0 09 Oct 2023
Chain-of-Knowledge: Grounding Large Language Models via Dynamic Knowledge Adapting over Heterogeneous Sources Xingxuan Li Ruochen Zhao Yew Ken Chia Bosheng Ding Shafiq R. Joty Soujanya Poria Lidong Bing HILM BDL LRM 79 85 0 22 May 2023
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 229 2,413 0 06 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,730 0 04 Mar 2022