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Forget single-number video quality scores: UltraVQA and Analytic Score Optimization (ASO) unlock richer, multi-faceted evaluations that better align with human preferences.
Forget generic CoT: Embed-RL uses reinforcement learning to generate reasoning traces that are explicitly optimized for multimodal embedding tasks, leading to significant performance gains.
