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1
Comprehensive Evaluation of Vocal Outcomes and Quality of Life after Total Laryngectomy and Voice Restoration with J-Flap and Tracheoesophageal Puncture
In: Cancers; Volume 14; Issue 3; Pages: 544 (2022)
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2
Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ...
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 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2105.03048
https://arxiv.org/abs/2105.03048
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3
Efficient Domain Adaptation of Language Models via Adaptive Tokenization ...
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4
Regression Bugs Are In Your Model! Measuring, Reducing and Analyzing Regressions In NLP Model Updates ...
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5
The Sinitic Nominal Phrase Structure: A Minimalist Perspective
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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6
Sleep-Disordered Breathing and Cardiovascular Correlates in College Football Players
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7
Cross Cultural Relationships of Depression, Attachment Styles, and Quality of Romantic Relationships: Cultural Difference between Taiwanese/Chinese and American College Students
Burleson, Yi-An Lo. - : West Virginia University, 2013
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8
A study on Taiwanese international students and Taiwanese American students: The interface between naming and identity
Chen, Yi-An. - : San Jose State University, 2013
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9
A Study on Taiwanese International Students and Taiwanese American Students: The Interface between Naming and Identity
In: Master's Theses (2012)
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10
The Sinitic Nominal Phrase Structure: A Minimalist Perspective ...
Lin, Yi-An. - : Apollo - University of Cambridge Repository, 2010
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11
Mining frequent trajectory patterns in spatial–temporal databases
In: Information sciences. - New York, NY : Elsevier Science Inc. 179 (2009) 13, 2218-2231
OLC Linguistik
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12
Reflection on the agreement and tense omission model of specific language impairment: a corpus-based study
In: Newcastle working papers in linguistics. - Newcastle upon Tyne : Univ. 12-13 (2006-2007), 137-145
BLLDB
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13
Reflection on the agreement and tense omission model of specific language impairment : a corpus-based study
In: Newcastle working papers in linguistics (Newcastle, 2006-2007), 12/13 ; 137-145
MPI für Psycholinguistik
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14
www.joveneslinguistas.org A Probe-Goal Approach to Parametric Differences in Nominal Phrases
In: http://www.udg.edu/portals/3/ajl/lin_yi-an.pdf
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15
The De-marked Modification Structure in Mandarin Chinese
In: https://naccl.osu.edu/sites/naccl.osu.edu/files/NACCL-22_2_49_lin.pdf
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16
REFLECTION ON THE AGREEMENT AND TENSE OMISSION MODEL OF SPECIFIC LANGUAGE IMPAIRMENT: A CORPUS-BASED STUDY*
In: http://www.ncl.ac.uk/linguistics/assets/documents/YI-AN.LIN-FT.pdf
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17
Cambridge Occasional Papers in Linguistics 4: XXX
In: http://www.ling.cam.ac.uk/copil/papers/4-biberauer.pdf
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18
On Grammatical Errors in English SLI Children: A Corpus-based Study
In: http://www.lingref.com/cpp/galana/2/paper1565.pdf
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19
HOW WILL WE STUDY THE RELATIONSHIP IN RELATIONSHIP MARKETING? ; Marketing And Management Sciences
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