Here are pointers toward explanation experience(XE) evaluation instruments. We need a taxonomy defining the concepts and vocabulary that can be used to represent an XE and this taxonomy will need to be customised for each case sector, very likely.
A Taxonomy for Human Subject Evaluation of Black-Box Explanations in XAI (ceur-ws.org)
Ontology driven information retrieval. (worktribe.com) by Ike
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