The explanation summary (ExSum) framework is a mathematical formalization to quantatively represent and evaluate generalized model understanding derived from local explanations, introduced in our NAACL 2022 paper. This package implements a GUI for the construction and evaluation of generalized model understanding for natural language processing (NLP) models.
This package can be installed via pip install exsum. To get started, please refer to the documentation for more details.
The paper can be cited as
@inproceedings{zhou2022exsum,
title = {ExSum: From Local Explanations to Model Understanding},
author = {Zhou, Yilun and Ribeiro, Marco Tulio and Shah, Julie},
booktitle = {Annual Conference of the North American Chapter of the Association for Computational Linguistics},
year = {2022},
month = {July},
publisher = {Association for Computational Linguistics}
}
For any questions, please contact Yilun Zhou at [email protected].