Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions

20 December 2022

H. Trivedi

Niranjan Balasubramanian

Papers citing "Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions"

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Title
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering Zheng Chu H. Fan Jingchang Chen Qianyu Wang M. Yang ... Zhongjie Wang Hao Li Guo Tang Ming Liu Bing Qin ReLM LRM 79 0 0 25 May 2025
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis Yi Jiang Sendong Zhao Jianbo Li Haochun Wang Bing Qin RALM 134 0 0 24 May 2025
T $^2$ : An Adaptive Test-Time Scaling Strategy for Contextual Question Answering Zhengyi Zhao Shubo Zhang Zezhong Wang Huimin Wang Yutian Zhao Bin Liang Yefeng Zheng Binyang Li Kam-Fai Wong X. Wu LRM 74 0 0 23 May 2025
From Reasoning to Generalization: Knowledge-Augmented LLMs for ARC Benchmark Chao Lei Nir Lipovetzky Krista A. Ehinger Yanchuan Chang LRM 81 0 0 23 May 2025
RaDeR: Reasoning-aware Dense Retrieval Models Debrup Das Sam O' Nuallain Razieh Rahimi RALM LRM 52 0 0 23 May 2025
Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation Yuelyu Ji Rui Meng Zhuochun Li Daqing He 130 1 0 23 May 2025
Two-way Evidence self-Alignment based Dual-Gated Reasoning Enhancement Kexin Zhang Junlan Chen Daifeng Li Yuxuan Zhang Yangyang Feng Bowen Deng Weixu Chen LRM 54 0 0 22 May 2025
SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis Shuang Sun Huatong Song Yuhao Wang Ruiyang Ren Jinhao Jiang ... Wayne Xin Zhao Zheng Liu Lei Fang Zhongyuan Wang Ji-Rong Wen LRM 52 4 0 22 May 2025
Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps Jie Ou Jinyu Guo Shuaihong Jiang Zhaokun Wang Libo Qin Shunyu Yao Wenhong Tian 3DV 126 0 0 19 May 2025
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs Yaorui Shi Shihan Li Chang Wu Zhiyuan Liu Sihang Li Hengxing Cai An Zhang Xiang Wang ReLM LRM 112 0 0 16 May 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue Haoyu Wang LRM AI4CE 320 6 0 22 Apr 2025
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation Hanghui Guo Jia Zhu Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 67 0 0 14 Apr 2025
Citegeist: Automated Generation of Related Work Analysis on the arXiv Corpus Claas Beger Carl-Leander Henneking 54 0 0 29 Mar 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 119 20 0 25 Mar 2025
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning Jerry Huang Siddarth Madala Risham Sidhu Cheng Niu Hao Peng Julia Hockenmaier Tong Zhang LRM RALM 143 5 0 17 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 153 95 0 12 Mar 2025
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA Zhao Xinjie Fan Gao Rui Yang Yingjian Chen Yuyang Wang Ying Zhu Jiacheng Tang Irene Li Y. Matsuo Irene Li KELM LRM 75 1 0 10 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 139 33 0 07 Mar 2025
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction Lu Dai Yijie Xu Jinhui Ye Hao Liu Hui Xiong 3DV RALM 142 2 0 03 Mar 2025
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home Viktor Moskvoretskii M. Lysyuk Mikhail Salnikov Nikolay Ivanov Sergey Pletenev Daria Galimzianova Nikita Krayko Vasily Konovalov Irina Nikishina Alexander Panchenko RALM 122 7 0 24 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 206 406 0 20 Feb 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering Rongzhi Zhu Xiangyu Liu Zequn Sun Yiwei Wang Wei Hu RALM KELM LRM 192 2 0 20 Feb 2025
LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data Cehao Yang Xueyuan Lin Chengjin Xu Xuhui Jiang Shengjie Ma Aofan Liu Hui Xiong Jian Guo LRM 38 2 0 18 Feb 2025
A-MEM: Agentic Memory for LLM Agents Wujiang Xu Zujie Liang Kai Mei Hang Gao Juntao Tan Yongfeng Zhang LLMAG KELM RALM 195 21 0 17 Feb 2025
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy Rishabh Uapadhyay Marco Viviani 90 0 0 07 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang Chunyan Miao 183 10 0 06 Feb 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method Peter Baile Chen Yi Zhang Michael Cafarella Dan Roth RALM AIFin 235 3 0 30 Jan 2025
Chain-of-Retrieval Augmented Generation Liang Wang Haonan Chen Nan Yang Xiaolong Huang Zhicheng Dou Furu Wei RALM LRM ReLM 3DV 114 7 0 24 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 318 0 0 18 Jan 2025
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan Wen Liu Chuan Shi RALM 150 1 0 07 Dec 2024
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning Amy Xin Jinxin Liu Zijun Yao Zhicheng Li S. Cao Lei Hou Juanzi Li LRM 129 2 0 25 Nov 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 280 2 0 30 Oct 2024
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models Jiatao Li Xinyu Hu Xunjian Yin Xiaojun Wan RALM 99 0 0 17 Oct 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 77 11 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 381 2 0 15 Oct 2024
Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs Haozhen Zhang Tao Feng Jiaxuan You AI4TS RALM 110 5 0 14 Oct 2024
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering Yuan Sui Yufei He Zifeng Ding Bryan Hooi HILM RALM ELM 115 9 0 10 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 101 1 0 09 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 61 9 0 29 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 150 29 0 10 Sep 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 112 2 0 15 Aug 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 101 13 0 18 Jul 2024
MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs Quang H. Nguyen Duy C. Hoang Juliette Decugis Saurav Manchanda Nitesh Chawla Khoa D. Doan Khoa D. Doan 171 9 0 15 Jul 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 79 0 0 04 Jun 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 95 39 0 23 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 122 65 0 22 May 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 79 21 0 24 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 146 55 0 23 Apr 2024
KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents Yuqi Zhu Shuofei Qiao Yixin Ou Shumin Deng N. Zhang Shiwei Lyu Yue Shen Lei Liang Jinjie Gu Ningyu Zhang LLMAG LM&Ro 117 31 0 05 Mar 2024
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP Omar Khattab Keshav Santhanam Xiang Lisa Li David Leo Wright Hall Percy Liang Christopher Potts Matei A. Zaharia RALM KELM 69 263 0 28 Dec 2022