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Concept interventions can actively worsen model predictions, and existing "benign leakage" criteria fail to prevent this, necessitating new training objectives.
Uncover hidden conceptual gaps in your AI: "concept frustration" reveals when your model's internal reasoning clashes with human understanding, paving the way for safer, more interpretable AI.