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 / 286 papers shown

Title
LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented Searchers Zhuocheng Zhang Yang Feng Min Zhang 53 1 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 76 4 0 24 Feb 2025
LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences Sijia Yao Pengcheng Huang Zhenghao Liu Yu Gu Yukun Yan S. Yu Ge Yu RALM 41 0 0 24 Feb 2025
Mitigating Lost-in-Retrieval Problems in Retrieval Augmented Multi-Hop Question Answering Rongzhi Zhu Xiangyu Liu Zequn Sun Yiwei Wang Wei Hu LRM RALM KELM 93 1 0 21 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 145 336 0 20 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 76 7 0 20 Feb 2025
Fast or Better? Balancing Accuracy and Cost in Retrieval-Augmented Generation with Flexible User Control Jinyan Su Jennifer Healey Preslav Nakov Claire Cardie 3DV 60 1 0 17 Feb 2025
A-MEM: Agentic Memory for LLM Agents Wujiang Xu Zujie Liang Kai Mei Hang Gao Juntao Tan Yongfeng Zhang LLMAG KELM RALM 110 17 0 17 Feb 2025
Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs Mohammad Reza Rezaei Adji Bousso Dieng VLM 51 2 0 16 Feb 2025
Optimizing Knowledge Integration in Retrieval-Augmented Generation with Self-Selection Yan Weng Fengbin Zhu Tong Ye Haoyan Liu Fuli Feng Tat-Seng Chua RALM 103 1 0 10 Feb 2025
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy Rishabh Uapadhyay Marco Viviani 69 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 126 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 141 2 0 30 Jan 2025
Hybrid Graphs for Table-and-Text based Question Answering using LLMs Ankush Agarwal Ganesh S Chaitanya Devaguptapu LMTD 40 1 0 29 Jan 2025
LLM as HPC Expert: Extending RAG Architecture for HPC Data Yusuke Miyashita Patrick Kin Man Tung Johan Barthélemy 46 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 86 6 0 24 Jan 2025
Iterative Tree Analysis for Medical Critics Zenan Huang Mingwei Li Zheng Zhou Youxin Jiang 112 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
Foundations of GenIR Qingyao Ai Jingtao Zhan Yong-Jin Liu 51 0 0 06 Jan 2025
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation X. Li Jiajie Jin Yujia Zhou Yongkang Wu Zhonghua Li Qi Ye Zhicheng Dou RALM LRM 105 5 0 16 Dec 2024
A Method for Detecting Legal Article Competition for Korean Criminal Law Using a Case-augmented Mention Graph Seonho An Young Yik Rhim Min-Soo Kim AILaw 84 0 0 16 Dec 2024
KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models Weijie Chen Ting Bai Jinbo Su Jian Luan Wei Liu Chuan Shi RALM 131 1 0 07 Dec 2024
Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models Tian Yu Shaolei Zhang Yang Feng RALM 3DV AIFin LRM 84 8 0 29 Nov 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
SRSA: A Cost-Efficient Strategy-Router Search Agent for Real-world Human-Machine Interactions Yaqi Wang Haipei Xu LLMAG 72 0 0 21 Nov 2024
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant Yujia Zhou Zheng Liu Zhicheng Dou AIFin LRM RALM 33 2 0 11 Nov 2024
Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models Guangzhi Xiong Eric Xie Amir Hassan Shariatmadari Sikun Guo Stefan Bekiranov Aidong Zhang LRM HILM 31 6 0 04 Nov 2024
Grounding by Trying: LLMs with Reinforcement Learning-Enhanced Retrieval Sheryl Hsu Omar Khattab Chelsea Finn Archit Sharma KELM RALM 41 6 0 30 Oct 2024
HijackRAG: Hijacking Attacks against Retrieval-Augmented Large Language Models Yucheng Zhang Qinfeng Li Tianyu Du Xuhong Zhang Xinkui Zhao Zhengwen Feng Jianwei Yin AAML SILM 45 5 0 30 Oct 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 62 1 0 30 Oct 2024
Vision Search Assistant: Empower Vision-Language Models as Multimodal Search Engines Zhixin Zhang Yiyuan Zhang Xiaohan Ding Xiangyu Yue 24 3 0 28 Oct 2024
LongRAG: A Dual-Perspective Retrieval-Augmented Generation Paradigm for Long-Context Question Answering Qingfei Zhao Ruobing Wang Yukuo Cen Daren Zha Shicheng Tan Yuxiao Dong Jie Tang RALM 39 9 0 23 Oct 2024
Atomic Fact Decomposition Helps Attributed Question Answering Zhichao Yan J. Wang Jiaoyan Chen Xiaoli Li Ru Li Jeff Z. Pan KELM HILM 36 0 0 22 Oct 2024
Do RAG Systems Cover What Matters? Evaluating and Optimizing Responses with Sub-Question Coverage Kaige Xie Philippe Laban Prafulla Kumar Choubey Caiming Xiong C. Wu 37 1 0 20 Oct 2024
Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas Xiang Hu Hongyu Fu Jinge Wang Yifeng Wang Zhikun Li Renjun Xu Yu Lu Yaochu Jin Lili Pan Zhenzhong Lan LRM 24 13 0 18 Oct 2024
Make LLMs better zero-shot reasoners: Structure-orientated autonomous reasoning Pengfei He Zitao Li Yue Xing Yaling Li Jiliang Tang Bolin Ding LLMAG LRM 27 1 0 18 Oct 2024
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models Jiatao Li Xinyu Hu Xunjian Yin Xiaojun Wan RALM 53 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 50 7 0 17 Oct 2024
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative Reasoning Mohammad Reza Rezaei Maziar Hafezi Amit Satpathy Lovell Hodge Ebrahim Pourjafari 30 3 0 16 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 159 1 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 37 3 0 14 Oct 2024
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning Jiachun Li Pengfei Cao Chenhao Wang Zhuoran Jin Yubo Chen Kang-Jun Liu Xiaojian Jiang Jiexin Xu Jun Zhao LRM KELM 39 0 0 12 Oct 2024
Mentor-KD: Making Small Language Models Better Multi-step Reasoners Hojae Lee Junho Kim SangKeun Lee LRM 32 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 39 4 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 31 14 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 72 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 30 1 0 08 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 35 10 0 06 Oct 2024
Open-RAG: Enhanced Retrieval-Augmented Reasoning with Open-Source Large Language Models Shayekh Bin Islam Md Asib Rahman K S M Tozammel Hossain Enamul Hoque Shafiq R. Joty Md. Rizwan Parvez RALM AIFin LRM VLM 42 13 0 02 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 41 6 0 29 Sep 2024