Preprint
Aug 2026
OmniJudge or OmniBias? Diagnosing Multimodal Judges through Balanced, Decoupled Lenses
Multimodal understanding models that can jointly judge text-to-image (T2I), text-to-video (T2V) and text-to-speech (TTS) generation are increasingly used as"OmniJudges"for evaluation and automatic annotation. How reliably they understand what they score remains unclear, since existing benchmarks and training data tend...
Guang Hu, Ziyue Jiang, Wei Qiao et al.
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