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Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection

Jan 25, 2022
Suchin Gururangan, Dallas Card, Sarah K. Drier, Emily K. Gade, Leroy Z. Wang, Zeyu Wang, Luke Zettlemoyer, Noah A. Smith

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Time Waits for No One! Analysis and Challenges of Temporal Misalignment

Nov 14, 2021
Kelvin Luu, Daniel Khashabi, Suchin Gururangan, Karishma Mandyam, Noah A. Smith

* 9 pages, 6 figures, 3 tables 

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Expected Validation Performance and Estimation of a Random Variable's Maximum

Oct 01, 2021
Jesse Dodge, Suchin Gururangan, Dallas Card, Roy Schwartz, Noah A. Smith

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DEMix Layers: Disentangling Domains for Modular Language Modeling

Aug 20, 2021
Suchin Gururangan, Mike Lewis, Ari Holtzman, Noah A. Smith, Luke Zettlemoyer

* edits: updated reference links, added related work, typo fixes 

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All That's 'Human' Is Not Gold: Evaluating Human Evaluation of Generated Text

Jul 07, 2021
Elizabeth Clark, Tal August, Sofia Serrano, Nikita Haduong, Suchin Gururangan, Noah A. Smith

* references added, corrected typo 

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Detoxifying Language Models Risks Marginalizing Minority Voices

Apr 13, 2021
Albert Xu, Eshaan Pathak, Eric Wallace, Suchin Gururangan, Maarten Sap, Dan Klein

* NAACL 2021 

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RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models

Sep 25, 2020
Samuel Gehman, Suchin Gururangan, Maarten Sap, Yejin Choi, Noah A. Smith

* Findings in EMNLP 2020 

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Don't Stop Pretraining: Adapt Language Models to Domains and Tasks

May 05, 2020
Suchin Gururangan, Ana Marasović, Swabha Swayamdipta, Kyle Lo, Iz Beltagy, Doug Downey, Noah A. Smith

* ACL 2020 

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Show Your Work: Improved Reporting of Experimental Results

Sep 06, 2019
Jesse Dodge, Suchin Gururangan, Dallas Card, Roy Schwartz, Noah A. Smith

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Variational Pretraining for Semi-supervised Text Classification

Jun 05, 2019
Suchin Gururangan, Tam Dang, Dallas Card, Noah A. Smith

* ACL 2019 

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Annotation Artifacts in Natural Language Inference Data

Apr 16, 2018
Suchin Gururangan, Swabha Swayamdipta, Omer Levy, Roy Schwartz, Samuel R. Bowman, Noah A. Smith

* 6 pages, 1 figure, NAACL 2018 

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