Explanation-Based Human Debugging of NLP Models: A Survey

AbstractDebugging a machine learning model is hard since the bug usually involves the training data and the learning process. This becomes even harder for an opaque deep learning model if we have no clue about how the model actually works. In this survey, we review papers that exploi...

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Bibliographic Details
Main Authors: Piyawat Lertvittayakumjorn, Francesca Toni
Format: Article
Language:English
Published: The MIT Press 2021-01-01
Series:Transactions of the Association for Computational Linguistics
Online Access:https://direct.mit.edu/tacl/article/doi/10.1162/tacl_a_00440/108932/Explanation-Based-Human-Debugging-of-NLP-Models-A