Model-contrastive explanations through symbolic reasoning

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Lorenzo Malandri, Fabio Mercorio, Mario Mezzanzanica, Andrea Seveso

Published: 01 Jan 2024, Last Modified: 19 Feb 2025Decis. Support Syst. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•MERLIN: A tool to compute global model contrast explanations of any classifier.•Explanations are provided through Natural Language.•Evaluation on benchmark datasets.•Implementation of the method as a pip-python tool publicly available.