Psychological Crisis Level Classification on Chinese Hotline Dataset (5-fold cross-val)
80.5AccuracyProposed Framework
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proposed FrameworkConfiguration=Full Model (paralinguistic injection + reasoning-enhanced training)2026.05 | 80.5 | 80.2 | |
| SpeechLLMConfiguration=fine-tuning2026.05 | 56.4 | 55.1 | |
| OpenSMILEConfiguration=acoustic baseline2026.05 | 48.6 | 47.1 | |
| Zero-shot LLMConfiguration=Zero-shot2026.05 | 45.5 | 37.1 |