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Yu-Ruo Wu

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#artificial intelligence Preprint Oct 2026

AVC-Reward: Event-Centric Audio-Video Consistency Evaluation

An event-centric evaluation framework that disentangles audio and visual events at the event level, analyzes each event independently, cross-validates relations across modalities, and aggregates the judgments into a coarse-to-fine, three-level consistency metric, providing a general formulation for audio-video consiste...

Yu-Ruo Wu, Kai-Hang Pan, Kai Shen et al. · 0 citations
Preprint Aug 2026

OmniJudge or OmniBias? Diagnosing Multimodal Judges through Balanced, Decoupled Lenses

D3-Omni is introduced, a balanced and decoupled benchmark for diagnosing fine-grained multimodal understanding, covering 53 orthogonal binary dimensions and 10,671 samples across the three tasks, suggesting that aggregate accuracy may hide systematic blind spots that a balanced and decoupled lens can help expose and, i...

Guang Hu, Ziyue Jiang, Wei Qiao et al. · 0 citations

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