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Efficient attention mechanisms like RetNet and LightNet can speed up Speech Emotion Recognition by an order of magnitude, but at the cost of some accuracy compared to standard self-attention.
Paralinguistic speech tasks aren't as language-agnostic as we thought: cross-lingual transfer patterns reveal systematic language dependencies.