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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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Data Weighted Training Strategies for Grammatical Error Correction

Sep 09, 2020
Jared Lichtarge, Chris Alberti, Shankar Kumar

* Accepted to TACL (Transactions of the Association for Computational Linguistics) 

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QED: A Framework and Dataset for Explanations in Question Answering

Sep 08, 2020
Matthew Lamm, Jennimaria Palomaki, Chris Alberti, Daniel Andor, Eunsol Choi, Livio Baldini Soares, Michael Collins


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Big Bird: Transformers for Longer Sequences

Jul 28, 2020
Manzil Zaheer, Guru Guruganesh, Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontanon, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, Amr Ahmed


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ETC: Encoding Long and Structured Data in Transformers

Apr 21, 2020
Joshua Ainslie, Santiago Ontanon, Chris Alberti, Philip Pham, Anirudh Ravula, Sumit Sanghai

* Updated ETC 512 results which mistakenly used a stale input format. Paper has not been peer-reviewed. An extended version will be submitted for review in the future 

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Fusion of Detected Objects in Text for Visual Question Answering

Aug 14, 2019
Chris Alberti, Jeffrey Ling, Michael Collins, David Reitter


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Synthetic QA Corpora Generation with Roundtrip Consistency

Jun 12, 2019
Chris Alberti, Daniel Andor, Emily Pitler, Jacob Devlin, Michael Collins


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Corpora Generation for Grammatical Error Correction

Apr 10, 2019
Jared Lichtarge, Chris Alberti, Shankar Kumar, Noam Shazeer, Niki Parmar, Simon Tong

* Accepted at NAACL 2019. arXiv admin note: text overlap with arXiv:1811.01710 

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A BERT Baseline for the Natural Questions

Jan 24, 2019
Chris Alberti, Kenton Lee, Michael Collins


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SyntaxNet Models for the CoNLL 2017 Shared Task

Mar 15, 2017
Chris Alberti, Daniel Andor, Ivan Bogatyy, Michael Collins, Dan Gillick, Lingpeng Kong, Terry Koo, Ji Ma, Mark Omernick, Slav Petrov, Chayut Thanapirom, Zora Tung, David Weiss

* Tech report 

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DRAGNN: A Transition-based Framework for Dynamically Connected Neural Networks

Mar 13, 2017
Lingpeng Kong, Chris Alberti, Daniel Andor, Ivan Bogatyy, David Weiss

* 10 pages; Submitted for review to ACL2017 

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Globally Normalized Transition-Based Neural Networks

Jun 08, 2016
Daniel Andor, Chris Alberti, David Weiss, Aliaksei Severyn, Alessandro Presta, Kuzman Ganchev, Slav Petrov, Michael Collins


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Structured Training for Neural Network Transition-Based Parsing

Jun 19, 2015
David Weiss, Chris Alberti, Michael Collins, Slav Petrov


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