Dense Passage Retrieval for Open-Domain Question Answering

10 April 2020

Patrick Lewis

Sergey Edunov

Papers citing "Dense Passage Retrieval for Open-Domain Question Answering"

50 / 727 papers shown

Title
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks Iman Barati Arash Ghafouri B. Minaei-Bidgoli LRM 46 0 0 10 Jan 2025
GeAR: Generation Augmented Retrieval Haoyu Liu Shaohan Huang Jianfeng Liu Yuefeng Zhan H. Sun Weiwei Deng Feng Sun Furu Wei Qi Zhang 47 1 0 06 Jan 2025
From Reading to Compressing: Exploring the Multi-document Reader for Prompt Compression Eunseong Choi Sunkyung Lee Minjin Choi June Park Jongwuk Lee 65 1 0 03 Jan 2025
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks Ziyan Jiang Rui Meng Xinyi Yang Semih Yavuz Yingbo Zhou Wenhu Chen MLLM VLM 59 20 0 03 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 82 9 0 03 Jan 2025
Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots Han Zhang Xiaoman Pan Hongwei Wang Kaixin Ma Wenhao Yu Dong Yu LLMAG 67 3 0 03 Jan 2025
LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models Hieu Man Nghia Trung Ngo Viet Dac Lai Ryan Rossi Franck Dernoncourt T. Nguyen 214 0 0 01 Jan 2025
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Z. Ren RALM ALM ELM LRM LM&MA 76 290 0 31 Dec 2024
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs Xin Zhang Yanzhao Zhang Wen Xie Mingxin Li Ziqi Dai Dingkun Long Pengjun Xie Meishan Zhang Wenjie Li Hao Fei 118 9 0 22 Dec 2024
Rango: Adaptive Retrieval-Augmented Proving for Automated Software Verification Kyle Thompson Nuno Saavedra Pedro Carrott Kevin Fisher Alex Sanchez-Stern Yuriy Brun J. Ferreira Sorin Lerner E. First LRM 102 1 0 18 Dec 2024
Towards Brain Passage Retrieval -- An Investigation of EEG Query Representations Niall McGuire Yashar Moshfeghi 45 0 0 09 Dec 2024
Annotative Indexing Charles L. A. Clarke 5 0 0 09 Nov 2024
M3DocRAG: Multi-modal Retrieval is What You Need for Multi-page Multi-document Understanding Jaemin Cho Debanjan Mahata Ozan Irsoy Yujie He Joey Tianyi Zhou VLM 35 10 0 07 Nov 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Ming-Yu Liu 73 12 0 04 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation Yun Jiang Zilong Xie Wei Zhang Yun Fang Shuai Pan RALM 200 0 0 01 Nov 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 38 9 0 28 Oct 2024
Multi-Field Adaptive Retrieval Millicent Li Tongfei Chen Benjamin Van Durme Patrick Xia 187 1 0 26 Oct 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 75 1 0 26 Oct 2024
Analysing the Residual Stream of Language Models Under Knowledge Conflicts Yu Zhao Xiaotang Du Giwon Hong Aryo Pradipta Gema Alessio Devoto Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM 42 1 0 21 Oct 2024
Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering Yu Zhao Alessio Devoto Giwon Hong Xiaotang Du Aryo Pradipta Gema Hongru Wang Xuanli He Kam-Fai Wong Pasquale Minervini KELM LLMSV 45 17 0 21 Oct 2024
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via Compression Yuankai Li Jia-Chen Gu Di Wu Kai-Wei Chang Nanyun Peng RALM MQ 23 0 0 20 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 31 3 0 19 Oct 2024
Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval Yu Xia Junda Wu Sungchul Kim Tong Yu Ryan A. Rossi Haoliang Wang Julian McAuley 37 4 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 52 7 0 17 Oct 2024
MIRAGE-Bench: Automatic Multilingual Benchmark Arena for Retrieval-Augmented Generation Systems Nandan Thakur Suleman Kazi Ge Luo Jimmy J. Lin Amin Ahmad VLM RALM 28 7 0 17 Oct 2024
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models Ambuje Gupta Mrinal Rawat Andreas Stolcke Roberto Pieraccini RALM 21 1 0 16 Oct 2024
Open Domain Question Answering with Conflicting Contexts Siyi Liu Qiang Ning Kishaloy Halder Wei Xiao Zheng Qi ... Yi Zhang Neha Anna John Bonan Min Yassine Benajiba Dan Roth LLMAG 71 2 0 16 Oct 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 42 0 0 15 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 215 1 0 15 Oct 2024
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents S. Yu C. Tang Bokai Xu Junbo Cui Junhao Ran ... Zhenghao Liu Shuo Wang Xu Han Zhiyuan Liu Maosong Sun VLM 39 25 0 14 Oct 2024
FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG X. Zhao Yan Zhong Zetian Sun Xinshuo Hu Zhenyu Liu Dongfang Li Baotian Hu Min Zhang 66 7 0 14 Oct 2024
Self-Data Distillation for Recovering Quality in Pruned Large Language Models Vithursan Thangarasa Ganesh Venkatesh Mike Lasby Nish Sinnadurai Sean Lie SyDa 38 1 0 13 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 41 3 0 10 Oct 2024
Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning Zhengyu Hu Yichuan Li Zhengyu Chen Jie Wang Han Liu Kyumin Lee Kaize Ding GNN 235 1 0 09 Oct 2024
ToolGen: Unified Tool Retrieval and Calling via Generation Renxi Wang Xudong Han Lei Ji Shu Wang Timothy Baldwin Haonan Li LLMAG 75 6 0 04 Oct 2024
A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions Shailja Gupta Rajesh Ranjan Surya Narayan Singh 3DV VLM AILaw 43 20 0 03 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 42 4 0 03 Oct 2024
Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers Shijie Chen Bernal Jiménez Gutiérrez Yu Su 31 4 0 03 Oct 2024
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 52 1 0 02 Oct 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 35 0 0 26 Sep 2024
APILOT: Navigating Large Language Models to Generate Secure Code by Sidestepping Outdated API Pitfalls Weiheng Bai Keyang Xuan Pengxiang Huang Qiushi Wu Jianing Wen Jingjing Wu Kangjie Lu LLMAG KELM 35 1 0 25 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 46 35 0 23 Sep 2024
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks Huanxuan Liao Shizhu He Yao Xu Yuanzhe Zhang Kang Liu Jun Zhao LRM 53 3 0 20 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 39 6 0 17 Sep 2024
From Grounding to Planning: Benchmarking Bottlenecks in Web Agents Segev Shlomov Ben Wiesel Aviad Sela Ido Levy Liane Galanti Roy Abitbol LLMAG 44 3 0 03 Sep 2024
Retrieval Augmented Generation for Dynamic Graph Modeling Yuxia Wu Lizi Liao Yuan Fang 54 3 0 26 Aug 2024
Task-level Distributionally Robust Optimization for Large Language Model-based Dense Retrieval Guangyuan Ma Yongliang Ma Xing Wu Zhenpeng Su Ming Zhou Songlin Hu OOD 43 3 0 20 Aug 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 78 2 0 15 Aug 2024
Retrieval-augmented code completion for local projects using large language models Marko Hostnik Marko Robnik-Sikonja RALM 35 0 0 09 Aug 2024