Abstract: Highlights•Review of current XAI methods that provide explanations through natural language.•A novel set of hierarchical criteria (taxonomy) to compare the state of the art.•A multi-criteria decision-making model to compare XAI works according to user needs.•A ranking model, publicly available to the community to keep the survey updated.
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