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Learning Dense Representations of Phrases at Scale

Jan 02, 2021
Jinhyuk Lee, Mujeen Sung, Jaewoo Kang, Danqi Chen

* 14 pages 

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NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned

Jan 01, 2021
Sewon Min, Jordan Boyd-Graber, Chris Alberti, Danqi Chen, Eunsol Choi, Michael Collins, Kelvin Guu, Hannaneh Hajishirzi, Kenton Lee, Jennimaria Palomaki, Colin Raffel, Adam Roberts, Tom Kwiatkowski, Patrick Lewis, Yuxiang Wu, Heinrich Küttler, Linqing Liu, Pasquale Minervini, Pontus Stenetorp, Sebastian Riedel, Sohee Yang, Minjoon Seo, Gautier Izacard, Fabio Petroni, Lucas Hosseini, Nicola De Cao, Edouard Grave, Ikuya Yamada, Sonse Shimaoka, Masatoshi Suzuki, Shumpei Miyawaki, Shun Sato, Ryo Takahashi, Jun Suzuki, Martin Fajcik, Martin Docekal, Karel Ondrej, Pavel Smrz, Hao Cheng, Yelong Shen, Xiaodong Liu, Pengcheng He, Weizhu Chen, Jianfeng Gao, Barlas Oguz, Xilun Chen, Vladimir Karpukhin, Stan Peshterliev, Dmytro Okhonko, Michael Schlichtkrull, Sonal Gupta, Yashar Mehdad, Wen-tau Yih

* 26 pages 

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Making Pre-trained Language Models Better Few-shot Learners

Dec 31, 2020
Tianyu Gao, Adam Fisch, Danqi Chen

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A Frustratingly Easy Approach for Joint Entity and Relation Extraction

Oct 24, 2020
Zexuan Zhong, Danqi Chen

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TextHide: Tackling Data Privacy in Language Understanding Tasks

Oct 12, 2020
Yangsibo Huang, Zhao Song, Danqi Chen, Kai Li, Sanjeev Arora

* Findings of EMNLP 2020 

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Dense Passage Retrieval for Open-Domain Question Answering

May 02, 2020
Vladimir Karpukhin, Barlas Oğuz, Sewon Min, Patrick Lewis, Ledell Wu, Sergey Edunov, Danqi Chen, Wen-tau Yih

* corrected typos in Table 3; add a paragraph in Sec. 6.2 

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Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering

Nov 10, 2019
Sewon Min, Danqi Chen, Luke Zettlemoyer, Hannaneh Hajishirzi

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MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension

Oct 22, 2019
Adam Fisch, Alon Talmor, Robin Jia, Minjoon Seo, Eunsol Choi, Danqi Chen

* EMNLP 2019 Workshop on Machine Reading for Question Answering 

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A Discrete Hard EM Approach for Weakly Supervised Question Answering

Sep 11, 2019
Sewon Min, Danqi Chen, Hannaneh Hajishirzi, Luke Zettlemoyer

* Published as a conference paper at EMNLP 2019 (long). Code available at 

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SpanBERT: Improving Pre-training by Representing and Predicting Spans

Jul 31, 2019
Mandar Joshi, Danqi Chen, Yinhan Liu, Daniel S. Weld, Luke Zettlemoyer, Omer Levy

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RoBERTa: A Robustly Optimized BERT Pretraining Approach

Jul 26, 2019
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov

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CoQA: A Conversational Question Answering Challenge

Aug 21, 2018
Siva Reddy, Danqi Chen, Christopher D. Manning

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Reading Wikipedia to Answer Open-Domain Questions

Apr 28, 2017
Danqi Chen, Adam Fisch, Jason Weston, Antoine Bordes

* ACL2017, 10 pages 

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A Thorough Examination of the CNN/Daily Mail Reading Comprehension Task

Aug 08, 2016
Danqi Chen, Jason Bolton, Christopher D. Manning

* ACL 2016, updated results 

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Learning New Facts From Knowledge Bases With Neural Tensor Networks and Semantic Word Vectors

Mar 16, 2013
Danqi Chen, Richard Socher, Christopher D. Manning, Andrew Y. Ng

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