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- W4287184089 abstract "By computing the rank correlation between attention weights and feature-additive explanation methods, previous analyses either invalidate or support the role of attention-based explanations as a faithful and plausible measure of salience. To investigate whether this approach is appropriate, we compare LIME, Integrated Gradients, DeepLIFT, Grad-SHAP, Deep-SHAP, and attention-based explanations, applied to two neural architectures trained on single- and pair-sequence language tasks. In most cases, we find that none of our chosen methods agree. Based on our empirical observations and theoretical objections, we conclude that rank correlation does not measure the quality of feature-additive methods. Practitioners should instead use the numerous and rigorous diagnostic methods proposed by the community." @default.
- W4287184089 created "2022-07-25" @default.
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- W4287184089 date "2021-05-07" @default.
- W4287184089 modified "2023-09-27" @default.
- W4287184089 title "Order in the Court: Explainable AI Methods Prone to Disagreement" @default.
- W4287184089 doi "https://doi.org/10.48550/arxiv.2105.03287" @default.
- W4287184089 hasPublicationYear "2021" @default.
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