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Comprehensive Evaluation of Vocal Outcomes and Quality of Life after Total Laryngectomy and Voice Restoration with J-Flap and Tracheoesophageal Puncture
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In: Cancers; Volume 14; Issue 3; Pages: 544 (2022)
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Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ...
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Abstract:
Behavior of deep neural networks can be inconsistent between different versions. Regressions during model update are a common cause of concern that often over-weigh the benefits in accuracy or efficiency gain. This work focuses on quantifying, reducing and analyzing regression errors in the NLP model updates. Using negative flip rate as regression measure, we show that regression has a prevalent presence across tasks in the GLUE benchmark. We formulate the regression-free model updates into a constrained optimization problem, and further reduce it into a relaxed form which can be approximately optimized through knowledge distillation training method. We empirically analyze how model ensemble reduces regression. Finally, we conduct CheckList behavioral testing to understand the distribution of regressions across linguistic phenomena, and the efficacy of ensemble and distillation methods. ... : 13 pages, 3 figures, Accepted at ACL 2021 main conference ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2105.03048 https://arxiv.org/abs/2105.03048
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Efficient Domain Adaptation of Language Models via Adaptive Tokenization ...
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Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ...
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The Sinitic Nominal Phrase Structure: A Minimalist Perspective
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Lin, Yi-An. - : University of Cambridge, 2018. : Faculty of Modern and Medieval Languages / Department of Linguistics, 2018. : St. Catharine's College, 2018
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Sleep-Disordered Breathing and Cardiovascular Correlates in College Football Players
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Cross Cultural Relationships of Depression, Attachment Styles, and Quality of Romantic Relationships: Cultural Difference between Taiwanese/Chinese and American College Students
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A study on Taiwanese international students and Taiwanese American students: The interface between naming and identity
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A Study on Taiwanese International Students and Taiwanese American Students: The Interface between Naming and Identity
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In: Master's Theses (2012)
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The Sinitic Nominal Phrase Structure: A Minimalist Perspective ...
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Lin, Yi-An. - : Apollo - University of Cambridge Repository, 2010
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www.joveneslinguistas.org A Probe-Goal Approach to Parametric Differences in Nominal Phrases
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In: http://www.udg.edu/portals/3/ajl/lin_yi-an.pdf
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The De-marked Modification Structure in Mandarin Chinese
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In: https://naccl.osu.edu/sites/naccl.osu.edu/files/NACCL-22_2_49_lin.pdf
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REFLECTION ON THE AGREEMENT AND TENSE OMISSION MODEL OF SPECIFIC LANGUAGE IMPAIRMENT: A CORPUS-BASED STUDY*
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In: http://www.ncl.ac.uk/linguistics/assets/documents/YI-AN.LIN-FT.pdf
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Cambridge Occasional Papers in Linguistics 4: XXX
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In: http://www.ling.cam.ac.uk/copil/papers/4-biberauer.pdf
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On Grammatical Errors in English SLI Children: A Corpus-based Study
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In: http://www.lingref.com/cpp/galana/2/paper1565.pdf
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HOW WILL WE STUDY THE RELATIONSHIP IN RELATIONSHIP MARKETING? ; Marketing And Management Sciences
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