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 / 553 papers shown

Title
Multi-Field Adaptive Retrieval Millicent Li Tongfei Chen Benjamin Van Durme Patrick Xia 119 1 0 26 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 34 16 0 21 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 37 1 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 21 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 26 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 ... H. Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 42 6 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 19 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 63 2 0 16 Oct 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 34 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 147 1 0 15 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 58 6 0 14 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 37 22 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 33 0 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 33 3 0 10 Oct 2024
Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning Zhengyu Hu Yichuan Li Zhengyu Chen J. Wang Han Liu Kyumin Lee Kaize Ding GNN 167 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 67 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 35 17 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 44 1 0 02 Oct 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 35 0 0 26 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 41 33 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 31 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 30 3 0 03 Sep 2024
Retrieval Augmented Generation for Dynamic Graph Modeling Yuxia Wu Lizi Liao Yuan Fang 49 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 39 2 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 70 2 0 15 Aug 2024
Retrieval-augmented code completion for local projects using large language models Marko Hostnik Marko Robnik-Sikonja RALM 27 0 0 09 Aug 2024
An Encoding--Searching Separation Perspective on Bi-Encoder Neural Search Danbinaerin Han Akiko Aizawa Sihun Lee 21 0 0 02 Aug 2024
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget Adam Gould Pere-Lluis Huguet-Cabot S. Dadhania Francesca Toni 67 7 0 31 Jul 2024
Improving Retrieval Augmented Language Model with Self-Reasoning Yuan Xia Jingbo Zhou Zhenhui Shi Jun Chen Hai-ting Huang AIFin LRM ReLM KELM 45 8 0 29 Jul 2024
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval Hongming Tan Shaoxiong Zhan Hai Lin Hai-Tao Zheng Wai Kin Chan RALM 48 1 0 29 Jul 2024
NV-Retriever: Improving text embedding models with effective hard-negative mining G. D. S. P. Moreira Radek Osmulski Mengyao Xu Ronay Ak Benedikt D. Schifferer Even Oldridge RALM 41 30 0 22 Jul 2024
Fact-Aware Multimodal Retrieval Augmentation for Accurate Medical Radiology Report Generation Liwen Sun James Zhao Megan Han Chenyan Xiong MedIm 53 8 0 21 Jul 2024
ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities Peng-Tao Xu Wei Ping Xianchao Wu Zihan Liu M. Shoeybi Mohammad Shoeybi Bryan Catanzaro RALM 44 14 0 19 Jul 2024
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG Systems Yunxiao Shi Xing Zi Zijing Shi Haimin Zhang Qiang Wu Min Xu 34 7 0 15 Jul 2024
VRSD: Rethinking Similarity and Diversity for Retrieval in Large Language Models Hang Gao Yongfeng Zhang 41 2 0 05 Jul 2024
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models Xiangyang Li Kuicai Dong Yi Quan Lee Wei Xia Yichun Yin Xinyi Dai Yasheng Wang Ruiming Tang 57 15 0 03 Jul 2024
Preserving Multilingual Quality While Tuning Query Encoder on English Only Oleg V. Vasilyev Randy Sawaya John Bohannon 35 1 0 01 Jul 2024
ColPali: Efficient Document Retrieval with Vision Language Models Manuel Faysse Hugues Sibille Tony Wu Bilel Omrani Gautier Viaud C´eline Hudelot Pierre Colombo VLM 60 21 0 27 Jun 2024
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models Qiancheng Xu Yongqi Li Heming Xia Wenjie Li KELM 34 4 0 25 Jun 2024
Entropy-Based Decoding for Retrieval-Augmented Large Language Models Zexuan Qiu Zijing Ou Bin Wu Jingjing Li Aiwei Liu Irwin King KELM RALM 41 5 0 25 Jun 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 48 47 0 21 Jun 2024
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems Florin Cuconasu Giovanni Trappolini Nicola Tonellotto Fabrizio Silvestri 51 2 0 21 Jun 2024
Leveraging Passage Embeddings for Efficient Listwise Reranking with Large Language Models Qi Liu Bo Wang Nan Wang Jiaxin Mao RALM 72 3 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 31 18 0 18 Jun 2024
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities Zhonghao Li Xuming Hu Aiwei Liu Kening Zheng S. Huang Hui Xiong RALM 115 8 0 17 Jun 2024
Can't Hide Behind the API: Stealing Black-Box Commercial Embedding Models Manveer Singh Tamber Jasper Xian Jimmy Lin MLAU SILM 143 0 0 13 Jun 2024