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A Plausible Explanation Is Enough to Mislead Multimodal Judges

Multimodal large language models (MLLMs) increasingly serve as judges in training and evaluation pipelines, often assessing answers together with explanations.

By Anglin Cai, Zhiqi Wang, Xiaozhi Yang, Yurun Lin, Dongwon Lee, Yuchen YangarXiv - cs.CL (NLP)

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Originally published by arXiv - cs.CL (NLP) on Oct 19, 2026.

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