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ACR-Net: Mitigating Semantic Dominance via Contrastive Acoustic-Semantic Decoupling

Zhang, Mengke et al.
arXiv (All) · Papers
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artificial-intelligencesound
Speech Emotion Recognition (SER) models and Audio LLMs fail when vocal tone contradicts textual semantics. Extensive training on congruent data engenders a rigid semantic prior, causing "Semantic Dominance", a severe text bias during cross-modal conflicts. We introduce the ASPIRE benchmark of advers
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