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Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering

2 July 2020

Papers citing "Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering"

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Title
PAQ: 65 Million Probably-Asked Questions and What You Can Do With ThemTransactions of the Association for Computational Linguistics (TACL), 2021 Patrick Lewis Yuxiang Wu Linqing Liu Pasquale Minervini Heinrich Küttler Aleksandra Piktus Pontus Stenetorp Sebastian Riedel RALM 324 256 0 13 Feb 2021
Decontextualization: Making Sentences Stand-AloneTransactions of the Association for Computational Linguistics (TACL), 2021 Eunsol Choi J. Palomaki Matthew Lamm Tom Kwiatkowski Dipanjan Das Michael Collins 122 115 0 09 Feb 2021
Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2021 Nora Kassner Philipp Dufter Hinrich Schütze 220 157 0 01 Feb 2021
Structured Prediction as Translation between Augmented Natural LanguagesInternational Conference on Learning Representations (ICLR), 2021 Giovanni Paolini Ben Athiwaratkun Jason Krone Jie Ma Alessandro Achille Rishita Anubhai Cicero Nogueira dos Santos Bing Xiang Stefano Soatto 277 329 0 14 Jan 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 464 286 0 04 Jan 2021
Rider: Reader-Guided Passage Reranking for Open-Domain Question AnsweringFindings (Findings), 2021 Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen OOD LRM 339 38 0 01 Jan 2021
UnitedQA: A Hybrid Approach for Open Domain Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Hao Cheng Yelong Shen Xiaodong Liu Pengcheng He Weizhu Chen Jianfeng Gao 254 62 0 01 Jan 2021
NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons LearnedNeural Information Processing Systems (NeurIPS), 2021 Sewon Min Jordan L. Boyd-Graber Chris Alberti Danqi Chen Eunsol Choi ... Dmytro Okhonko Michael Schlichtkrull Sonal Gupta Yashar Mehdad Anuj Kumar 230 64 0 01 Jan 2021
A Memory Efficient Baseline for Open Domain Question Answering Gautier Izacard Fabio Petroni Lucas Hosseini Nicola De Cao Sebastian Riedel Edouard Grave MQ 167 45 0 30 Dec 2020
Joint Verification and Reranking for Open Fact Checking Over TablesAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Michael Schlichtkrull Vladimir Karpukhin Barlas Oğuz M. Lewis Anuj Kumar Sebastian Riedel 277 27 0 30 Dec 2020
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko Michael Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 509 98 0 29 Dec 2020
Learning Dense Representations of Phrases at ScaleAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Jinhyuk Lee Mujeen Sung Jaewoo Kang Danqi Chen RALM DML NAI 272 126 0 23 Dec 2020
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 406 298 0 08 Dec 2020
End-to-End QA on COVID-19: Domain Adaptation with Synthetic Training R. Reddy Bhavani Iyer Md Arafat Sultan Rong Zhang Avirup Sil Vittorio Castelli Radu Florian Salim Roukos OOD 151 19 0 02 Dec 2020
Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip PredictionAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Yifan Gao Henghui Zhu Patrick Ng Cicero Nogueira dos Santos Zhiguo Wang Feng Nan Dejiao Zhang Ramesh Nallapati Andrew O. Arnold Bing Xiang 169 25 0 26 Nov 2020
Answering Open-Domain Questions of Varying Reasoning Steps from TextConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 403 62 0 23 Oct 2020
mT5: A massively multilingual pre-trained text-to-text transformer Linting Xue Noah Constant Adam Roberts Mihir Kale Rami Al-Rfou Aditya Siddhant Aditya Barua Colin Raffel 571 2,875 0 22 Oct 2020
Is Retriever Merely an Approximator of Reader? Sohee Yang Minjoon Seo RALM 127 44 0 21 Oct 2020
Open Question Answering over Tables and TextInternational Conference on Learning Representations (ICLR), 2020 Wenhu Chen Ming-Wei Chang Eva Schlinger Wenjie Wang William W. Cohen LMTD RALM 249 225 0 20 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question AnsweringNorth American Chapter of the Association for Computational Linguistics (NAACL), 2020 Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 425 674 0 16 Oct 2020
Neural Databases James Thorne Majid Yazdani Marzieh Saeidi Fabrizio Silvestri Sebastian Riedel A. Halevy NAI 201 9 0 14 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 669 691 0 13 Oct 2020
Answering Complex Open-Domain Questions with Multi-Hop Dense RetrievalInternational Conference on Learning Representations (ICLR), 2020 Wenhan Xiong Xiang Lorraine Li Srini Iyer Jingfei Du Patrick Lewis ... Yashar Mehdad Anuj Kumar Sebastian Riedel Douwe Kiela Barlas Oğuz 148 214 0 27 Sep 2020
Generation-Augmented Retrieval for Open-domain Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen RALM 302 285 0 17 Sep 2020
Current Limitations of Language Models: What You Need is Retrieval Aran Komatsuzaki LRM 89 3 0 15 Sep 2020
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency EncodingFindings (Findings), 2020 Shuohang Wang Luowei Zhou Zhe Gan Yen-Chun Chen Yuwei Fang S. Sun Yu Cheng Jingjing Liu 227 32 0 13 Sep 2020
Question and Answer Test-Train Overlap in Open-Domain Question Answering DatasetsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2020 Patrick Lewis Pontus Stenetorp Sebastian Riedel OOD ELM 235 196 0 06 Aug 2020
Big Bird: Transformers for Longer SequencesNeural Information Processing Systems (NeurIPS), 2020 Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 1.1K 2,453 0 28 Jul 2020
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QAFindings (Findings), 2020 Nora Kassner Hinrich Schütze RALM 191 72 0 02 May 2020
Dense Passage Retrieval for Open-Domain Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Anuj Kumar RALM 560 4,665 0 10 Apr 2020
Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question AnsweringInternational Conference on Learning Representations (ICLR), 2019 Akari Asai Kazuma Hashimoto Hannaneh Hajishirzi R. Socher Caiming Xiong RALM KELM LRM 369 309 0 24 Nov 2019