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
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs Pranoy Panda Ankush Agarwal Chaitanya Devaguptapu Manohar Kaul Prathosh A P RALM 27 10 0 10 Jun 2024
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation Shuting Wang Jiongnan Liu Shiren Song Jiehan Cheng Yuqi Fu Peidong Guo Kun Fang Yutao Zhu Zhicheng Dou RALM 31 9 0 09 Jun 2024
LLMEmbed: Rethinking Lightweight LLM's Genuine Function in Text Classification Chun Liu Hongguang Zhang Kainan Zhao Xinghai Ju Lin Yang 50 4 0 06 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 48 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 34 11 0 03 Jun 2024
Preemptive Answer "Attacks" on Chain-of-Thought Reasoning Rongwu Xu Zehan Qi Wei Xu LRM SILM 64 6 0 31 May 2024
Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models Mingda Li Xinyu Li Yifan Chen Wenfeng Xuan Weinan Zhang RALM 31 2 0 31 May 2024
Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion Wei Cheng Yuhan Wu Wei Hu 38 11 0 30 May 2024
A Multi-Source Retrieval Question Answering Framework Based on RAG Ridong Wu Shuhong Chen Xiangbiao Su Yuankai Zhu Yifei Liao Jianming Wu 30 3 0 29 May 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control Huanshuo Liu Hao Zhang Zhijiang Guo Kuicai Dong Xiangyang Li Yi Quan Lee Cong Zhang Yong-jin Liu 3DV 41 6 0 29 May 2024
An Evaluation of Estimative Uncertainty in Large Language Models Zhi–Bin Tang Ke Shen Mayank Kejriwal ELM 33 4 0 24 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 68 33 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 85 47 0 22 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 40 188 0 10 May 2024
Building a Large Japanese Web Corpus for Large Language Models Naoaki Okazaki Kakeru Hattori Hirai Shota Hiroki Iida Masanari Ohi Kazuki Fujii Taishi Nakamura Mengsay Loem Rio Yokota Sakae Mizuki 49 6 0 27 Apr 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 50 18 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 81 46 0 23 Apr 2024
Tree of Reviews: A Tree-based Dynamic Iterative Retrieval Framework for Multi-hop Question Answering Jiapeng Li Runze Liu Yabo Liu Tong Zhou Mingling Li Xiang Chen LRM 41 3 0 22 Apr 2024
RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation Chao Jin Zili Zhang Xuanlin Jiang Fangyue Liu Xin Liu Xuanzhe Liu Xin Jin 40 39 0 18 Apr 2024
RAM: Towards an Ever-Improving Memory System by Learning from Communications Jiaqi Li Xiaobo Wang Wentao Ding Zihao Wang Yipeng Kang Zixia Jia Zilong Zheng 48 1 0 18 Apr 2024
From Language Models to Practical Self-Improving Computer Agents Alex Sheng LM&MA LLMAG 27 0 0 18 Apr 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 66 46 0 17 Apr 2024
SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs Jaehyung Kim Jaehyun Nam Sangwoo Mo Jongjin Park Sang-Woo Lee Minjoon Seo Jung-Woo Ha Jinwoo Shin AIFin RALM ELM 40 34 0 17 Apr 2024
Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability Jinwei Lu Yuanfeng Song Haodi Zhang Chen Zhang Raymond Chi-Wing Wong OOD 26 0 0 10 Apr 2024
Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontiers Libo Qin Qiguang Chen Yuhang Zhou Zhi Chen Hai-Tao Zheng Lizi Liao Min Li Wanxiang Che Philip S. Yu LRM 55 36 0 07 Apr 2024
Assisting humans in complex comparisons: automated information comparison at scale Truman Yuen Graham A. Watt Y. Lawryshyn 35 0 0 05 Apr 2024
Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models Yantao Liu Zijun Yao Xin Lv Yuchen Fan S. Cao Jifan Yu Lei Hou Juanzi Li 47 2 0 04 Apr 2024
RQ-RAG: Learning to Refine Queries for Retrieval Augmented Generation Chi-Min Chan Chunpu Xu Ruibin Yuan Hongyin Luo Wei Xue Yi-Ting Guo Jie Fu RALM 26 60 0 31 Mar 2024
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park RALM 28 139 0 21 Mar 2024
Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering Yuan Gao Yiheng Zhu Yuanbin Cao Yinzhi Zhou Zhen Wu Yujie Chen Shenglan Wu Haoyuan Hu Xinyu Dai LRM 49 2 0 19 Mar 2024
Human Centered AI for Indian Legal Text Analytics Sudipto Ghosh Devanshu Verma Balaji Ganesan Purnima Bindal Vikas Kumar Vasudha Bhatnagar 44 1 0 16 Mar 2024
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models Weihang Su Yichen Tang Qingyao Ai Zhijing Wu Yiqun Liu 3DV RALM AI4TS SyDa 51 18 0 15 Mar 2024
RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback Yanming Liu Xinyue Peng Xuhong Zhang Weihao Liu Jianwei Yin Jiannan Cao Tianyu Du RALM 30 37 0 11 Mar 2024
TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision Ruiwen Zhou Yingxuan Yang Kangrui Chen Ying Wen Wenhao Wang Chunling Xi Guoqiang Xu Jiliang Tang Lingjuan Lyu LLMAG 29 8 0 10 Mar 2024
PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design Wenqi Jiang Shuai Zhang Boran Han Jie Wang Bernie Wang Tim Kraska 3DV 90 24 0 08 Mar 2024
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation Zihao Wang Anji Liu Haowei Lin Jiaqi Li Xiaojian Ma Yitao Liang ReLM RALM LRM 94 47 0 08 Mar 2024
Online Adaptation of Language Models with a Memory of Amortized Contexts Jihoon Tack Jaehyung Kim Eric Mitchell Jinwoo Shin Yee Whye Teh Jonathan Richard Schwarz KELM 47 18 0 07 Mar 2024
Exploring LLM-based Agents for Root Cause Analysis Devjeet Roy Xuchao Zhang Rashi Bhave Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 62 22 0 07 Mar 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 H. Chen LLMAG LM&Ro 83 26 0 05 Mar 2024
LLMCRIT: Teaching Large Language Models to Use Criteria Weizhe Yuan Pengfei Liu Matthias Gallé ALM 21 6 0 02 Mar 2024
Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process Guangming Huang Yunfei Long Cunjin Luo Jiaxing Shen Xia Sun LRM 22 3 0 29 Feb 2024
Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models Hongbang Yuan Pengfei Cao Zhuoran Jin Yubo Chen Daojian Zeng Kang Liu Jun Zhao HILM 34 3 0 29 Feb 2024
VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models Seoyeon Kim Kwangwook Seo Hyungjoo Chae Jinyoung Yeo Dongha Lee 36 3 0 28 Feb 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 33 10 0 28 Feb 2024
Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents Corby Rosset Ho-Lam Chung Guanghui Qin Ethan C. Chau Zhuo Feng Ahmed Hassan Awadallah Jennifer Neville Nikhil Rao 50 10 0 27 Feb 2024
Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question Answering Mingxu Tao Dongyan Zhao Yansong Feng LLMAG 41 3 0 26 Feb 2024
An LLM-Enhanced Adversarial Editing System for Lexical Simplification Keren Tan Kangyang Luo Yunshi Lan Zheng Yuan Jinlong Shu AAML 24 5 0 22 Feb 2024
ActiveRAG: Revealing the Treasures of Knowledge via Active Learning Zhipeng Xu Zhenghao Liu Yibin Liu Chenyan Xiong Yukun Yan Shuo Wang Shi Yu Zhiyuan Liu Ge Yu VLM 36 3 0 21 Feb 2024
Metacognitive Retrieval-Augmented Large Language Models Yujia Zhou Zheng Liu Jiajie Jin Jian-yun Nie Zhicheng Dou RALM KELM AIFin LRM 27 15 0 18 Feb 2024
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction Sizhe Zhou Yu Meng Bowen Jin Jiawei Han 32 7 0 17 Feb 2024