Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals

AbstractA growing body of work makes use of probing in order to investigate the working of neural models, often considered black boxes. Recently, an ongoing debate emerged surrounding the limitations of the probing paradigm. In this work, we point out the inability to infer behaviora...

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Bibliographic Details
Main Authors: Yanai Elazar, Shauli Ravfogel, Alon Jacovi, Yoav Goldberg
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_00359/98091/Amnesic-Probing-Behavioral-Explanation-with