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
Weakly Supervised Pre-Training for Multi-Hop Retriever Yeon Seonwoo Sang-Woo Lee Ji-Hoon Kim Jung-Woo Ha Alice H. Oh RALM 16 8 0 18 Jun 2021
Synthesizing Adversarial Negative Responses for Robust Response Ranking and Evaluation Prakhar Gupta Yulia Tsvetkov Jeffrey P. Bigham 34 22 0 10 Jun 2021
On the Efficacy of Adversarial Data Collection for Question Answering: Results from a Large-Scale Randomized Study Divyansh Kaushik Douwe Kiela Zachary Chase Lipton Wen-tau Yih AAML 6 36 0 02 Jun 2021
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions Gengchen Mai K. Janowicz Rui Zhu Ling Cai Ni Lao 22 57 0 19 May 2021
RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling Yizhe Zhang Siqi Sun Xiang Gao Yuwei Fang Chris Brockett Michel Galley Jianfeng Gao Bill Dolan RALM 27 30 0 14 May 2021
Improving Document Representations by Generating Pseudo Query Embeddings for Dense Retrieval Hongyin Tang Xingwu Sun Beihong Jin Jingang Wang Fuzheng Zhang Wei Yu Wu RALM 28 36 0 08 May 2021
Rethinking Search: Making Domain Experts out of Dilettantes Donald Metzler Yi Tay Dara Bahri Marc Najork LRM 28 46 0 05 May 2021
GermanQuAD and GermanDPR: Improving Non-English Question Answering and Passage Retrieval Timo Moller Julian Risch M. Pietsch 21 52 0 26 Apr 2021
Efficient Retrieval Optimized Multi-task Learning He Fun S. Gandhi Sujith Ravi RALM 18 6 0 20 Apr 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 231 966 0 17 Apr 2021
Joint Passage Ranking for Diverse Multi-Answer Retrieval Sewon Min Kenton Lee Ming-Wei Chang Kristina Toutanova Hannaneh Hajishirzi 10 39 0 17 Apr 2021
A Graph-guided Multi-round Retrieval Method for Conversational Open-domain Question Answering Yongqi Li Wenjie Li Liqiang Nie RALM 17 10 0 17 Apr 2021
Towards Robust Neural Retrieval Models with Synthetic Pre-Training Revanth Reddy Gangi Reddy Vikas Yadav Md Arafat Sultan M. Franz Vittorio Castelli Heng Ji Avirup Sil 18 14 0 15 Apr 2021
CloneBot: Personalized Dialogue-Response Predictions Tyler Weitzman Hoon Pyo Jeon Jeon 17 1 0 31 Mar 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 55 92 0 23 Mar 2021
Open Domain Question Answering over Tables via Dense Retrieval Jonathan Herzig Thomas Müller Syrine Krichene Julian Martin Eisenschlos LMTD VLM RALM 25 99 0 22 Mar 2021
Retrieve Fast, Rerank Smart: Cooperative and Joint Approaches for Improved Cross-Modal Retrieval Gregor Geigle Jonas Pfeiffer Nils Reimers Ivan Vulić Iryna Gurevych 27 59 0 22 Mar 2021
Pruning the Index Contents for Memory Efficient Open-Domain QA Martin Fajcik Martin Docekal Karel Ondrej Pavel Smrz 21 8 0 21 Feb 2021
Open-Retrieval Conversational Machine Reading Yifan Gao Jingjing Li Chien-Sheng Wu M. Lyu Irwin King 40 17 0 17 Feb 2021
Reasoning Over Virtual Knowledge Bases With Open Predicate Relations Haitian Sun Pat Verga Bhuwan Dhingra Ruslan Salakhutdinov William W. Cohen LRM 39 26 0 14 Feb 2021
PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them Patrick Lewis Yuxiang Wu Linqing Liu Pasquale Minervini Heinrich Küttler Aleksandra Piktus Pontus Stenetorp Sebastian Riedel RALM 23 228 0 13 Feb 2021
Mind the Gap: Assessing Temporal Generalization in Neural Language Models Angeliki Lazaridou A. Kuncoro E. Gribovskaya Devang Agrawal Adam Liska ... Sebastian Ruder Dani Yogatama Kris Cao Susannah Young Phil Blunsom VLM 30 207 0 03 Feb 2021
BERTaú: Itaú BERT for digital customer service Paulo Finardi José Dié Viegas Gustavo T. Ferreira Alex F. Mansano Vinicius Fernandes Caridá 22 11 0 28 Jan 2021
Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup Luyu Gao Yunyi Zhang Jiawei Han Jamie Callan 23 90 0 18 Jan 2021
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System Sofian Chaybouti Achraf Saghe A. Shabou RALM 37 8 0 06 Jan 2021
Studying Strategically: Learning to Mask for Closed-book QA Qinyuan Ye Belinda Z. Li Sinong Wang Benjamin Bolte Hao Ma Wen-tau Yih Xiang Ren Madian Khabsa OffRL 19 11 0 31 Dec 2020
Evidence-based Factual Error Correction James Thorne Andreas Vlachos KELM OffRL 19 53 0 31 Dec 2020
Dialogue Response Selection with Hierarchical Curriculum Learning Yixuan Su Deng Cai Qingyu Zhou Zibo Lin Simon Baker Yunbo Cao Shuming Shi Nigel Collier Yan Wang 10 47 0 29 Dec 2020
Learning Dense Representations of Phrases at Scale Jinhyuk Lee Mujeen Sung Jaewoo Kang Danqi Chen RALM DML NAI 11 115 0 23 Dec 2020
Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism Denisa A.O. Roberts 40 3 0 16 Dec 2020
Weakly Supervised Label Smoothing Gustavo Penha C. Hauff 8 3 0 15 Dec 2020
Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip Prediction Yifan Gao Henghui Zhu Patrick K. L. Ng Cicero Nogueira dos Santos Zhiguo Wang Feng Nan Dejiao Zhang Ramesh Nallapati Andrew O. Arnold Bing Xiang 12 21 0 26 Nov 2020
Generating Fact Checking Briefs Angela Fan Aleksandra Piktus Fabio Petroni Guillaume Wenzek Marzieh Saeidi Andreas Vlachos Antoine Bordes Sebastian Riedel HILM 11 57 0 10 Nov 2020
COUGH: A Challenge Dataset and Models for COVID-19 FAQ Retrieval Xinliang Frederick Zhang Heming Sun Xiang Yue Simon M. Lin Huan Sun RALM 68 17 0 24 Oct 2020
Neural Passage Retrieval with Improved Negative Contrast Jing Lu Gustavo Hernández Ábrego Ji Ma Jianmo Ni Yinfei Yang 21 25 0 23 Oct 2020
XOR QA: Cross-lingual Open-Retrieval Question Answering Akari Asai Jungo Kasai J. Clark Kenton Lee Eunsol Choi Hannaneh Hajishirzi 14 145 0 22 Oct 2020
Distilling Dense Representations for Ranking using Tightly-Coupled Teachers Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin 21 118 0 22 Oct 2020
Is Retriever Merely an Approximator of Reader? Sohee Yang Minjoon Seo RALM 16 39 0 21 Oct 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger W. Wang William W. Cohen LMTD RALM 28 192 0 20 Oct 2020
Technical Question Answering across Tasks and Domains W. Yu Lingfei Wu Yu Deng Qingkai Zeng R. Mahindru S. Guven Meng-Long Jiang 28 8 0 19 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 214 593 0 16 Oct 2020
Neural Databases James Thorne Majid Yazdani Marzieh Saeidi Fabrizio Silvestri Sebastian Riedel A. Halevy NAI 26 9 0 14 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 219 608 0 13 Oct 2020
Efficient One-Pass End-to-End Entity Linking for Questions Belinda Z. Li Sewon Min Srini Iyer Yashar Mehdad Wen-tau Yih 20 141 0 06 Oct 2020
RRF102: Meeting the TREC-COVID Challenge with a 100+ Runs Ensemble Michael Bendersky Honglei Zhuang Ji Ma Shuguang Han Keith B. Hall Ryan T. McDonald 19 16 0 01 Oct 2020
Tradeoffs in Sentence Selection Techniques for Open-Domain Question Answering Shih-Ting Lin Greg Durrett 23 1 0 18 Sep 2020
Generation-Augmented Retrieval for Open-domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen RALM 28 237 0 17 Sep 2020
Answering Any-hop Open-domain Questions with Iterative Document Reranking Ping Nie Yuyu Zhang Arun Ramamurthy Le Song 23 20 0 16 Sep 2020
MKQA: A Linguistically Diverse Benchmark for Multilingual Open Domain Question Answering Shayne Longpre Yi Lu Joachim Daiber ELM HILM 30 151 0 30 Jul 2020
Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering Gautier Izacard Edouard Grave RALM 6 1,106 0 02 Jul 2020