discriminative-adaptation

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Reading Emotions in the Token Space: Discriminative Adaptation of SpeechLLMs for Emotion Recognition

arXiv cs.CL ↗ · 2026-09-18 Cached

The paper proposes a discriminative adaptation of SpeechLLMs for emotion recognition, improving performance and interpretability by using a linear classification head on the hidden state of the final prompt token, which removes hallucinations and enhances analysis of emotion directions.

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