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Source code for evaluating faithfulness tests in feature attribution methods

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posted on 2023-10-31, 07:23 authored by Yuya Asazuma, Kazuaki Hanawa, Kentaro Inui

Source code to verify the behavior of the faithfulness test in the feature attribution method from two aspects: comparative evaluation and evaluation using a random number series.

Please refer to "README.md" for execution.

Funding

Computational Modeling of Argumentation Understanding

Japan Society for the Promotion of Science

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Japan Science and Technology Agency

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Corresponding author email address

asazuma.yuya.r7@dc.tohoku.ac.jp

Title (in Japanese)

特徴量帰属法における忠実性テストの評価のためのソースコード

Description (in Japanese)

特徴量帰属法における忠実性テストの振る舞いについて、比較評価と乱数系列を用いた評価の二つの側面から検証を行うソースコード．実行の際には"README.md" を参照してください．

Manuscript title (in Japanese)

特徴量帰属法による説明の忠実性評価に関する実証的分析

Authors (in Japanese)

浅妻佑弥, 塙一晃, 乾健太郎

Source code for evaluating faithfulness tests in feature attribution methods

Funding

Computational Modeling of Argumentation Understanding

Japan Science and Technology Agency

History

Corresponding author email address

Title (in Japanese)

Description (in Japanese)

Manuscript title (in Japanese)

Authors (in Japanese)

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