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20242026
most citedFaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"

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cs.CV2026

Jury Duty: Calibration and Orientation Failures in MLLM-as-a-Judge Under Cultural Ambiguity

Daniel Lee, Harsh Sharma, Eunkyu Park +5

MLLM-as-a-Judge is conventionally validated by agreement with human annotations, but this metric is undefined when the human pool is culturally heterogeneous. We introduce VOIR DIR…