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Inspired by human cognition, CRCD reformulates the task as counterfactual latent change captioning to bypass affirmation bias, and contrasts a synthesized safe expectation with reality to identify semantic omissions.
This work defines the task of safety as a highly pragmatic and critical cognitive dimension, and proposes the Cognitive Expected Scene Graph (CESG) Score, a structure-grounded, polarity-aware evaluation metric.