Context Projector: Complementary Keyword and Dialogue Context Embeddings for LLM-based ASR
Esaú Villatoro-Tello, Sergio Burdisso, Shashi Kumar et al.
· 3 citations
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Reading Emotions in the Token Space: Discriminative Adaptation of SpeechLLMs for Emotion Recognition
SpeechLLMs have shown strong potential for emotion recognition, yet they read the predicted emotion off a generative decoder not suited for classification: it can emit labels outside the target set and favors frequent classes. We propose a discriminative adaptation that reads the final prompt token's hidden state throu...
Hasindri Watawana, Sergio Gastón Burdisso, Esaú Villatoro-Tello et al.
· 0 citations
Less can be More: What Aspects of Speech Drive End-of-Turn Detection
These findings suggest that turn-taking is primarily conveyed through intonation and silence patterns rather than semantic completeness, enabling faster and more reliable systems without expensive text inference.
Rini A. Sharon, A. Manickavela, Kadri Hacioglu et al.
· 0 citations