Cockatiel
🦜Code for paper: "COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP" (ACL 2023 Findings)
Install / Use
/learn @fanny-jourdan/CockatielREADME
:parrot: COCKATIEL (ACL 2023)
This repository contains code for the paper:
COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP, Fanny Jourdan*, Agustin Picard*, Thomas Fel, Laurent Risser, Jean Michel Loubes & Nicholas Asher. Findings of ACL 2023, [arXiv].
The code is implemented and available for Pytorch. A notebook is available: notebook example.
@article{jourdan2023cockatiel,
title={COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP tasks},
author={Jourdan, Fanny and Picard, Agustin and Fel, Thomas and Risser, Laurent and Loubes, Jean Michel and Asher, Nicholas},
journal={arXiv preprint arXiv:2305.06754},
year={2023}
}
Authors
- Fanny Jourdan - fanny.jourdan@irit.fr, PhD Student, ANITI/IRIT, Paul Sabatier University
- Agustin Picard - agustin-martin.picard@irt-saintexupery.com, Research engineer, IRT Saint Exupery
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