VLMs violate their own stated introspective rules for attributing colors to objects in nearly 60% of cases on items with strong color priors, unlike humans who largely follow theirs, revealing miscalibrated self-knowledge.
More thinking, less seeing? assessing amplified hallucination in multimodal reasoning models.arXiv preprint arXiv:2505.21523, 2025a
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When to Call an Apple Red: Humans Follow Introspective Rules, VLMs Don't
VLMs violate their own stated introspective rules for attributing colors to objects in nearly 60% of cases on items with strong color priors, unlike humans who largely follow theirs, revealing miscalibrated self-knowledge.