Concept-based explainability methods can mistake correlations between concepts as evidence that the model uses them because they evaluate each concept in isolation

Because each concept is evaluated in isolation, these methods can mistake correlations between concepts as evidence that the model uses them.

http://arxiv.org/abs/2608.26083v1