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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Sparse, Dense, and Attentional Representations for Text Retrieval

May 01, 2020
Yi Luan, Jacob Eisenstein, Kristina Toutanova, Michael Collins


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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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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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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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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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Cross-Sentence N-ary Relation Extraction with Graph LSTMs

Aug 12, 2017
Nanyun Peng, Hoifung Poon, Chris Quirk, Kristina Toutanova, Wen-tau Yih

* Transactions of the Association for Computational Linguistics (TACL) 2017, Vol 5 
* Conditional accepted by TACL in December 2016; published in April 2017; presented at ACL in August 2017 

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A Nested Attention Neural Hybrid Model for Grammatical Error Correction

Jul 10, 2017
Jianshu Ji, Qinlong Wang, Kristina Toutanova, Yongen Gong, Steven Truong, Jianfeng Gao


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