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Consistency scores (higher is better) for DISCRET and a black-box model (TransTEE) combined with a post-hoc explainer. Our results confirm that DISCRET produces faithful explanations, and importantly, show that post-hoc explanations are rarely faithful, as evidenced by low consistency scores across datasets.
