VOIR DIRE benchmark shows MLLM-as-a-Judge systems decompose into positivity-floor calibration failure and orientation failure on culturally contested items, with persona prompting recovering only the former.
VLF eedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment
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Jury Duty: Calibration and Orientation Failures in MLLM-as-a-Judge Under Cultural Ambiguity
VOIR DIRE benchmark shows MLLM-as-a-Judge systems decompose into positivity-floor calibration failure and orientation failure on culturally contested items, with persona prompting recovering only the former.