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Are Sample-Efficient NLP Models More Robust?


Oct 12, 2022
Nelson F. Liu, Ananya Kumar, Percy Liang, Robin Jia

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* 25 pages, 21 figures 

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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

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* 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

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* 40 pages, 13 figures; preprint 

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Lexical Semantic Recognition


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

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* 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

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* 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

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

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