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"

50 / 77 papers shown

Title
LLM-Independent Adaptive RAG: Let the Question Speak for Itself Maria Marina Nikolay Ivanov Sergey Pletenev Mikhail Salnikov Daria Galimzianova Nikita Krayko Vasily Konovalov Alexander Panchenko Viktor Moskvoretskii RALM 30 0 0 07 May 2025
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use Justin Ho Alexandra Colby William Fisher AILaw 34 0 0 04 May 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering Rong Cheng J. Liu Yan Zheng Fei Ni Jiazhen Du Hangyu Mao Fuzheng Zhang Bo-Lan Wang Jianye Hao LRM 51 0 0 25 Apr 2025
PropRAG: Guiding Retrieval with Beam Search over Proposition Paths Jingjin Wang LRM 51 0 0 25 Apr 2025
Synergizing RAG and Reasoning: A Systematic Review Yunfan Gao Yun Xiong Yijie Zhong Yuxi Bi Ming Xue H. Wang LRM AI4CE 34 1 0 22 Apr 2025
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation Hanmeng Zhong Linqing Chen Weilei Wang Wentao Wu 19 0 0 15 Apr 2025
Citegeist: Automated Generation of Related Work Analysis on the arXiv Corpus Claas Beger Carl-Leander Henneking 37 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 ... Weipeng Chen Haofen Wang Jeff Z. Pan Wen Zhang H. Chen ReLM OffRL AI4TS LRM 62 6 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 Ö. Arik Dong Wang Hamed Zamani J. Han RALM ReLM KELM OffRL AI4TS LRM 80 21 0 12 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Q. Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 64 3 0 11 Mar 2025
Self-Taught Self-Correction for Small Language Models Viktor Moskvoretskii Chris Biemann Irina Nikishina LRM 64 0 0 11 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Z. Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 93 8 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 71 2 0 03 Mar 2025
Say Less, Mean More: Leveraging Pragmatics in Retrieval-Augmented Generation Haris Riaz Ellen Riloff Mihai Surdeanu RALM 44 0 0 25 Feb 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 66 4 0 24 Feb 2025
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 ELM RALM 64 7 0 20 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 132 330 0 20 Feb 2025
A-MEM: Agentic Memory for LLM Agents Wujiang Xu Zujie Liang Kai Mei Hang Gao Juntao Tan Yongfeng Zhang LLMAG KELM RALM 90 15 0 17 Feb 2025
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy Rishabh Uapadhyay Marco Viviani 62 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 C. Miao 118 4 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 136 2 0 30 Jan 2025
LLM as HPC Expert: Extending RAG Architecture for HPC Data Yusuke Miyashita Patrick Kin Man Tung Johan Barthélemy 38 0 0 28 Jan 2025
Chain-of-Retrieval Augmented Generation Liang Wang Haonan Chen Nan Yang Xiaolong Huang Zhicheng Dou Furu Wei RALM LRM ReLM 3DV 81 6 0 24 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 62 0 0 18 Jan 2025
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks Iman Barati Arash Ghafouri B. Minaei-Bidgoli LRM 44 0 0 10 Jan 2025
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan W. Liu Chuan Shi RALM 121 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 89 1 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 48 1 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 48 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 ... H. Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 37 6 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 81 1 0 15 Oct 2024
Mentor-KD: Making Small Language Models Better Multi-step Reasoners Hojae Lee Junho Kim SangKeun Lee LRM 26 1 0 11 Oct 2024
Understanding the Interplay between Parametric and Contextual Knowledge for Large Language Models Sitao Cheng Liangming Pan Xunjian Yin Xinyi Wang William Yang Wang KELM 32 3 0 10 Oct 2024
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text Songshuo Lu Hua Wang Yutian Rong Zhi Chen Yaohua Tang VLM 28 11 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 65 0 0 09 Oct 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented Generation Bolei He Nuo Chen Xinran He Lingyong Yan Zhenkai Wei Jinchang Luo Zhen-Hua Ling RALM LRM 20 1 0 08 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
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 58 23 0 10 Sep 2024
Towards Building a Robust Knowledge Intensive Question Answering Model with Large Language Models Xingyun Hong Yan Shao Zhilin Wang Manni Duan Jin Xiongnan 26 0 0 09 Sep 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 70 2 0 15 Aug 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Zhiqiang Zhang RALM 60 10 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 V. Chawla Khoa D. Doan Khoa D. Doan 37 6 0 15 Jul 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 38 47 0 21 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 21 18 0 18 Jun 2024
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models Shangqing Tu Yuanchun Wang Jifan Yu Yuyang Xie Yaran Shi Xiaozhi Wang Jing Zhang Lei Hou Juanzi Li ELM 33 3 0 17 Jun 2024
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering Zijian Hei Weiling Liu Wenjie Ou Juyi Qiao Junming Jiao Guowen Song Ting Tian Yi Lin RALM 31 5 0 11 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 32 0 0 04 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs Zijian Li Qingyan Guo Jiawei Shao Lei Song Jiang Bian Jun Zhang Rui Wang RALM 27 11 0 03 Jun 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 29 2 0 31 May 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 54 31 0 23 May 2024