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Neural Data Augmentation via Example Extrapolation


Feb 02, 2021
Kenton Lee, Kelvin Guu, Luheng He, Tim Dozat, Hyung Won Chung


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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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CapWAP: Captioning with a Purpose


Nov 09, 2020
Adam Fisch, Kenton Lee, Ming-Wei Chang, Jonathan H. Clark, Regina Barzilay

* EMNLP 2020 

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XOR QA: Cross-lingual Open-Retrieval Question Answering


Oct 24, 2020
Akari Asai, Jungo Kasai, Jonathan H. Clark, Kenton Lee, Eunsol Choi, Hannaneh Hajishirzi

* Our data and code are available at https://nlp.cs.washington.edu/xorqa 

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Probabilistic Assumptions Matter: Improved Models for Distantly-Supervised Document-Level Question Answering


May 05, 2020
Hao Cheng, Ming-Wei Chang, Kenton Lee, Kristina Toutanova

* ACL2020 

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Contextualized Representations Using Textual Encyclopedic Knowledge


Apr 24, 2020
Mandar Joshi, Kenton Lee, Yi Luan, Kristina Toutanova


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REALM: Retrieval-Augmented Language Model Pre-Training


Feb 10, 2020
Kelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, Ming-Wei Chang


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Well-Read Students Learn Better: On the Importance of Pre-training Compact Models


Sep 25, 2019
Iulia Turc, Ming-Wei Chang, Kenton Lee, Kristina Toutanova

* Added comparison to concurrent work 

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Giving BERT a Calculator: Finding Operations and Arguments with Reading Comprehension


Sep 12, 2019
Daniel Andor, Luheng He, Kenton Lee, Emily Pitler


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Well-Read Students Learn Better: The Impact of Student Initialization on Knowledge Distillation


Aug 23, 2019
Iulia Turc, Ming-Wei Chang, Kenton Lee, Kristina Toutanova


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Zero-Shot Entity Linking by Reading Entity Descriptions


Jun 18, 2019
Lajanugen Logeswaran, Ming-Wei Chang, Kenton Lee, Kristina Toutanova, Jacob Devlin, Honglak Lee

* ACL 2019 

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Latent Retrieval for Weakly Supervised Open Domain Question Answering


Jun 06, 2019
Kenton Lee, Ming-Wei Chang, Kristina Toutanova

* Accepted to ACL 2019 

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BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions


May 24, 2019
Christopher Clark, Kenton Lee, Ming-Wei Chang, Tom Kwiatkowski, Michael Collins, Kristina Toutanova

* In NAACL 2019 

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Language Model Pre-training for Hierarchical Document Representations


Jan 26, 2019
Ming-Wei Chang, Kristina Toutanova, Kenton Lee, Jacob Devlin


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A BERT Baseline for the Natural Questions


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


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Improving Span-based Question Answering Systems with Coarsely Labeled Data


Nov 05, 2018
Hao Cheng, Ming-Wei Chang, Kenton Lee, Ankur Parikh, Michael Collins, Kristina Toutanova


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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding


Oct 11, 2018
Jacob Devlin, Ming-Wei Chang, Kenton Lee, Kristina Toutanova

* 13 pages 

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Syntactic Scaffolds for Semantic Structures


Aug 30, 2018
Swabha Swayamdipta, Sam Thomson, Kenton Lee, Luke Zettlemoyer, Chris Dyer, Noah A. Smith

* Accepted at EMNLP 2018 

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Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling


Aug 13, 2018
Luheng He, Kenton Lee, Omer Levy, Luke Zettlemoyer

* 5 pages, ACL 2018 

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Long Short-Term Memory as a Dynamically Computed Element-wise Weighted Sum


May 09, 2018
Omer Levy, Kenton Lee, Nicholas FitzGerald, Luke Zettlemoyer

* ACL 2018 

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Higher-order Coreference Resolution with Coarse-to-fine Inference


Apr 15, 2018
Kenton Lee, Luheng He, Luke Zettlemoyer

* Accepted to NAACL 2018 

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Deep contextualized word representations


Mar 22, 2018
Matthew E. Peters, Mark Neumann, Mohit Iyyer, Matt Gardner, Christopher Clark, Kenton Lee, Luke Zettlemoyer

* NAACL 2018. Originally posted to openreview 27 Oct 2017. v2 updated for NAACL camera ready 

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End-to-end Neural Coreference Resolution


Dec 15, 2017
Kenton Lee, Luheng He, Mike Lewis, Luke Zettlemoyer

* Accepted to EMNLP 2017 

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Recurrent Additive Networks


Jun 29, 2017
Kenton Lee, Omer Levy, Luke Zettlemoyer


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Learning Recurrent Span Representations for Extractive Question Answering


Mar 17, 2017
Kenton Lee, Shimi Salant, Tom Kwiatkowski, Ankur Parikh, Dipanjan Das, Jonathan Berant


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Global Neural CCG Parsing with Optimality Guarantees


Sep 24, 2016
Kenton Lee, Mike Lewis, Luke Zettlemoyer


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