A MoE-enhanced model with conditional distillation reduces speech-NVV EER from 38.93% to 22.66% and speech EER from 13.17% to 9.24% across 10 NVV types.
Improving speaker representations using contrastive losses on multi-scale features,
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Speaker Identity in Non-Verbal Vocalizations: Conditional Distillation and Mixture of Experts Approach
A MoE-enhanced model with conditional distillation reduces speech-NVV EER from 38.93% to 22.66% and speech EER from 13.17% to 9.24% across 10 NVV types.