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
Zero-Shot Multi-Hop Question Answering via Monte-Carlo Tree Search with Large Language Models Seongmin Lee Jaewook Shin Youngjin Ahn Seokin Seo Ohjoon Kwon Kee-Eung Kim LRM 15 0 0 28 Sep 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting Framework Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 29 3 0 24 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval Jiatao Li Xinyu Hu Xiaojun Wan 28 1 0 21 Sep 2024
AQA: Adaptive Question Answering in a Society of LLMs via Contextual Multi-Armed Bandit Mohanna Hoveyda A. D. Vries Maarten de Rijke Harrie Oosterhuis Faegheh Hasibi 21 2 0 20 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 60 28 0 16 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 51 11 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 63 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 42 0 0 09 Sep 2024
Reading with Intent Benjamin Z. Reichman Kartik Talamadupula Toshish Jawale Larry Heck RALM 37 0 0 20 Aug 2024
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering Xiaoming Zhang Ming Wang Xiaocui Yang Daling Wang Shi Feng Yifei Zhang RALM 32 5 0 20 Aug 2024
Analysis of Plan-based Retrieval for Grounded Text Generation Ameya Godbole Nicholas Monath Seungyeon Kim A. S. Rawat Andrew McCallum Manzil Zaheer RALM 43 2 0 20 Aug 2024
Lower Layer Matters: Alleviating Hallucination via Multi-Layer Fusion Contrastive Decoding with Truthfulness Refocused Dingwei Chen Feiteng Fang Shiwen Ni Feng Liang Ruifeng Xu Min Yang Chengming Li HILM 26 1 0 16 Aug 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 72 2 0 15 Aug 2024
EfficientRAG: Efficient Retriever for Multi-Hop Question Answering Ziyuan Zhuang Zhiyang Zhang Sitao Cheng Fangkai Yang Jia Liu Shujian Huang Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang RALM 38 6 0 08 Aug 2024
A Comparison of LLM Finetuning Methods & Evaluation Metrics with Travel Chatbot Use Case Sonia Meyer Shreya Singh Bertha Tam Christopher Ton Angel Ren 39 3 0 07 Aug 2024
Making Long-Context Language Models Better Multi-Hop Reasoners Yanyang Li Shuo Liang M. Lyu Liwei Wang LLMAG LRM 30 10 0 06 Aug 2024
Leveraging Inter-Chunk Interactions for Enhanced Retrieval in Large Language Model-Based Question Answering Tiezheng Guo Chen Wang Yanyi Liu Jiawei Tang Pan Li Sai Xu Qingwen Yang Xianlin Gao Zhi Li Yingyou Wen RALM 34 1 0 06 Aug 2024
Improving Retrieval-Augmented Generation in Medicine with Iterative Follow-up Questions Guangzhi Xiong Qiao Jin Xiao Wang Minjia Zhang Zhiyong Lu Aidong Zhang RALM 54 24 0 01 Aug 2024
QUITO: Accelerating Long-Context Reasoning through Query-Guided Context Compression Zhaohong Liu Yihang Wang Yixing Fan Huaming Liao Peng Dong 27 1 0 01 Aug 2024
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks Yunfan Gao Yun Xiong Meng Wang Haofen Wang 39 17 0 26 Jul 2024
AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks? Ori Yoran S. Amouyal Chaitanya Malaviya Ben Bogin Ofir Press Jonathan Berant LLMAG 39 31 0 22 Jul 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Qing Cui RALM 80 10 0 18 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 56 7 0 17 Jul 2024
Think-on-Graph 2.0: Deep and Interpretable Large Language Model Reasoning with Knowledge Graph-guided Retrieval Shengjie Ma Chengjin Xu Xuhui Jiang Muzhi Li Huaren Qu Jian Guo ReLM LRM RALM 3DV 50 4 0 15 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 42 6 0 15 Jul 2024
Mitigating Entity-Level Hallucination in Large Language Models Weihang Su Yichen Tang Qingyao Ai Changyue Wang Zhijing Wu Yiqun Liu HILM 47 6 0 12 Jul 2024
Zero-shot Persuasive Chatbots with LLM-Generated Strategies and Information Retrieval Kazuaki Furumai Roberto Legaspi Julio Vizcarra Yudai Yamazaki Yasutaka Nishimura Sina J. Semnani Kazushi Ikeda Weiyan Shi Monica S. Lam 42 7 0 04 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs Yue Yu Ming-Yu Liu Zihan Liu Wei Ping Jiaxuan You Chao Zhang M. Shoeybi Bryan Catanzaro ALM RALM 39 50 0 02 Jul 2024
From RAG to RICHES: Retrieval Interlaced with Sequence Generation Palak Jain Livio Baldini Soares Tom Kwiatkowski VLM 23 4 0 29 Jun 2024
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering Zheng Chu Jingchang Chen Qianglong Chen Haotian Wang Kun Zhu Xiyuan Du Weijiang Yu Ming Liu Bing Qin LRM 57 5 0 28 Jun 2024
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation Zijun Yao Weijian Qi Liangming Pan S. Cao Linmei Hu Weichuan Liu Lei Hou Juanzi Li RALM 38 6 0 27 Jun 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 44 10 0 26 Jun 2024
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs Venktesh V. Deepali Prabhu Avishek Anand RALM CoGe 36 3 0 24 Jun 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 55 47 0 21 Jun 2024
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation Di Wu Jia-Chen Gu Fan Yin Nanyun Peng Kai-Wei Chang HILM 53 1 0 19 Jun 2024
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation Kaikai An Fangkai Yang Liqun Li Junting Lu Sitao Cheng ... Lele Cao Qingwei Lin Saravan Rajmohan Dongmei Zhang Qi Zhang RALM 43 1 0 19 Jun 2024
Think-then-Act: A Dual-Angle Evaluated Retrieval-Augmented Generation Yige Shen Hao Jiang Hua Qu Jihong Zhao RALM LRM 35 1 0 18 Jun 2024
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization Masafumi Enomoto Kunihiro Takeoka Kosuke Akimoto Kiril Gashteovski M. Oyamada RALM 30 1 0 18 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 39 18 0 18 Jun 2024
Beyond Under-Alignment: Atomic Preference Enhanced Factuality Tuning for Large Language Models Hongbang Yuan Yubo Chen Pengfei Cao Zhuoran Jin Kang Liu Jun Zhao 36 0 0 18 Jun 2024
Retrieval Meets Reasoning: Dynamic In-Context Editing for Long-Text Understanding Weizhi Fei Xueyan Niu Guoqing Xie Yanhua Zhang Bo Bai Lei Deng Wei Han LRM KELM RALM 35 5 0 18 Jun 2024
Decoding the Narratives: Analyzing Personal Drug Experiences Shared on Reddit Layla A. Bouzoubaa Elham Aghakhani Max Song Minh Trinh R. Rezapour 31 1 0 17 Jun 2024
Satyrn: A Platform for Analytics Augmented Generation Marko Sterbentz Cameron Barrie Shubham Shahi Abhratanu Dutta Donna Hooshmand Harper Pack Kristian J. Hammond 36 0 0 17 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 40 3 0 17 Jun 2024
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM LRM 44 6 0 17 Jun 2024
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy Hengran Zhang Keping Bi Jiafeng Guo Xueqi Cheng 42 1 0 17 Jun 2024
VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning Cheng Niu Yang Guan Yuanhao Wu Juno Zhu Juntong Song Randy Zhong Kaihua Zhu Siliang Xu Shizhe Diao Tong Zhang 39 4 0 12 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 46 5 0 11 Jun 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 30 14 0 10 Jun 2024