From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory ...
summary
A concrete pipeline converts about 60 web pages into a knowledge graph, builds information clusters by answering a minimal set of archetypal questions, and injects interactive explanatory overviews into an IBM credit approval XAI via a JavaScript annotator. The system organises content with the ARS heuristics (Abstraction, Relevance, Simplicity) implementing Achinstein's illocutionary model as pertinence to archetypal questions. A user study with >100 participants yields higher effectiveness than the static baseline (U=931.0, p=0.036).
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