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Kai-Wen Shi

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Preprint Oct 2026

Beyond Correct Answers: How Compositional Cues Shape Visual Judgments

Visual question answering requires models to assign attributes and relations to the correct objects, a problem known as visual binding. Structured prompts make these assignments explicit through labeled fields. Yet an improvement from the full prompt does not reveal which labels help or how they interact. First, we iso...

Xiao-Yu Ma, Zhe-Yuan Zhang, Kai-Wen Shi et al. · 0 citations

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