AI RESEARCH

Evaluation Cards for XAI Metrics

arXiv CS.AI

ArXi:2605.04410v1 Announce Type: cross The evaluation of explainable AI (XAI) methods is affected by a lack of standardization. Metrics are inconsistently defined, incompletely reported, and rarely validated against common baselines. In this paper, we identify transparency of evaluation reporting as a central, under-addressed problem. We propose the XAI Evaluation Card, a documentation template analogous to model cards, designed to accompany any study that