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Wang, Ruoyu, Li, Ziyu, Zhu, Beier, Yuan, Liangyu, Zhang, Hanwang, Yang, Xun · 2026 · arXiv 2026.369222

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Omni-Perception Policy Optimization for Multimodal Emotion Reasoning

cs.AI · 2026-06-24 · unverdicted · novelty 6.0

OPPO applies RL with an Omni-Perception Reward and masked-input KL loss to boost cue utilization and suppress hallucinations in emotion reasoning MLLMs, claiming SOTA results on MER-UniBench, MME-Emotion, and MEP-Bench.

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  • Omni-Perception Policy Optimization for Multimodal Emotion Reasoning cs.AI · 2026-06-24 · unverdicted · none · ref 2

    OPPO applies RL with an Omni-Perception Reward and masked-input KL loss to boost cue utilization and suppress hallucinations in emotion reasoning MLLMs, claiming SOTA results on MER-UniBench, MME-Emotion, and MEP-Bench.