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Making Heads and Tails of Models with Marginal Calibration for Sparse Tagsets

Sep 15, 2021
Michael Kranzlein, Nelson F. Liu, Nathan Schneider

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Identifying the Limits of Cross-Domain Knowledge Transfer for Pretrained Models

Apr 17, 2021
Zhengxuan Wu, Nelson F. Liu, Christopher Potts

* 16 pages, 5 figures, preprint 

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Can Small and Synthetic Benchmarks Drive Modeling Innovation? A Retrospective Study of Question Answering Modeling Approaches

Feb 01, 2021
Nelson F. Liu, Tony Lee, Robin Jia, Percy Liang

* 40 pages, 13 figures; preprint 

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Lexical Semantic Recognition

Apr 30, 2020
Nelson F. Liu, Daniel Hershcovich, Michael Kranzlein, Nathan Schneider

* 9 pages, 2 figures 

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Evaluating NLP Models via Contrast Sets

Apr 06, 2020
Matt Gardner, Yoav Artzi, Victoria Basmova, Jonathan Berant, Ben Bogin, Sihao Chen, Pradeep Dasigi, Dheeru Dua, Yanai Elazar, Ananth Gottumukkala, Nitish Gupta, Hanna Hajishirzi, Gabriel Ilharco, Daniel Khashabi, Kevin Lin, Jiangming Liu, Nelson F. Liu, Phoebe Mulcaire, Qiang Ning, Sameer Singh, Noah A. Smith, Sanjay Subramanian, Reut Tsarfaty, Eric Wallace, Ally Zhang, Ben Zhou

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Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning

Sep 05, 2019
Pradeep Dasigi, Nelson F. Liu, Ana Marasović, Noah A. Smith, Matt Gardner

* 8 pages including appendix; EMNLP 2019 accepted paper camera ready version 

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Barack's Wife Hillary: Using Knowledge-Graphs for Fact-Aware Language Modeling

Jun 20, 2019
Robert L. Logan IV, Nelson F. Liu, Matthew E. Peters, Matt Gardner, Sameer Singh

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Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets

Apr 26, 2019
Nelson F. Liu, Roy Schwartz, Noah A. Smith

* 9 pages, 4 figures; to appear at NAACL 2019 

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Linguistic Knowledge and Transferability of Contextual Representations

Apr 11, 2019
Nelson F. Liu, Matt Gardner, Yonatan Belinkov, Matthew E. Peters, Noah A. Smith

* 22 pages, 4 figures; to appear at NAACL 2019. Converted appendices to two-column format for camera-ready 

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Augmenting Statistical Machine Translation with Subword Translation of Out-of-Vocabulary Words

Aug 16, 2018
Nelson F. Liu, Jonathan May, Michael Pust, Kevin Knight

* 7 pages 

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LSTMs Exploit Linguistic Attributes of Data

May 29, 2018
Nelson F. Liu, Omer Levy, Roy Schwartz, Chenhao Tan, Noah A. Smith

* 7 pages, 4 figures; accepted to ACL 2018 RepL4NLP workshop 

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Crowdsourcing Multiple Choice Science Questions

Jul 19, 2017
Johannes Welbl, Nelson F. Liu, Matt Gardner

* accepted for the Workshop on Noisy User-generated Text (W-NUT) 2017 

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