Speech-based Psychological Crisis Assessment using LLMs

A novel framework uses a large language model (LLM) to classify psychological crisis levels from support hotline calls. It combines speech transcription with injected paralinguistic emotional cues derived from a SpeechLLM. This approach provides objective, consistent assessments by explicitly translating non-verbal emotional signals into text for the LLM to analyze.

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