most citedSEAL: Speech Embedding Alignment Learning for Speech Large Language Model with Retrieval-Augmented Generation

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cs.AI2026

MER-R1: Multimodal Emotion Reasoning via Slow-Fast Thinking Synergy

Zhiyuan Han, Beier Zhu, Wenwen Tong +8

We find that explicit reasoning does not necessarily translate into better multimodal emotion recognition (MER) accuracy, even though it makes predictions more interpretable. Speci…

cs.AI2026

Omni-Perception Policy Optimization for Multimodal Emotion Reasoning

Zhiyuan Han, Beier Zhu, Wenwen Tong +6

We find that current emotion-oriented Omni-MLLMs still lack reliable omni-modal perception: they (i) underutilize multimodal cues in their reasoning trajectories and (ii) exhibit u…