Naturalistic Causal Probing for Morpho-Syntax

AbstractProbing has become a go-to methodology for interpreting and analyzing deep neural models in natural language processing. However, there is still a lack of understanding of the limitations and weaknesses of various types of probes. In this work, we suggest a strategy for input...

Full description

Bibliographic Details
Main Authors: Afra Amini, Tiago Pimentel, Clara Meister, Ryan Cotterell
Format: Article
Language:English
Published: The MIT Press 2023-01-01
Series:Transactions of the Association for Computational Linguistics
Online Access:https://direct.mit.edu/tacl/article/doi/10.1162/tacl_a_00554/115895/Naturalistic-Causal-Probing-for-Morpho-Syntax