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Current safety filters miss the forest for the trees: they fail to detect the subtle, step-by-step progression of harm within reasoning chains, leaving models vulnerable to jailbreaks.
VLMs still struggle to consistently extract structured cultural metadata from images, revealing a critical gap in their ability to reason beyond visual perception across diverse cultural contexts.
