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Understanding Deep Learning Performance through an Examination of Test Set Difficulty: A Psychometric Case Study

Interpreting the performance of deep learning models beyond test set accuracy is challenging. Characteristics of individual data points are often not considered during evaluation, and each data point is treated equally. We examine the impact of a test set question’s difficulty to determine if there...

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Detalhes bibliográficos
Publicado no:Proc Conf Empir Methods Nat Lang Process
Main Authors: Lalor, John P., Wu, Hao, Munkhdalai, Tsendsuren, Yu, Hong
Formato: Artigo
Idioma:Inglês
Publicado em: 2018
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7685075/
https://ncbi.nlm.nih.gov/pubmed/33241233
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.18653/v1/d18-1500
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