Paralinguistic-aware response generation on Paralinguistic-aware Emotion (evaluation set)
0.993PA-scoreGPT-4.1 baseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-4.1 baselineLayers=N/A, ADCH=N/A2026.03 | 0.993 | 99.5 | 4 | |
| Kimi-Audio (PE-FT)Layers=0-14, ADCH=✓2026.03 | 0.625 | 80.5 | 3.83 | |
| Kimi-AudioLayers=0-27, ADCH=×2026.03 | 0.623 | 80.3 | 3.81 | |
| Kimi-AudioLayers=0-14, ADCH=×2026.03 | 0.623 | 80.3 | 3.76 | |
| Qwen2.5-Omni (PE-FT)Layers=0-14, ADCH=✓2026.03 | 0.503 | 74.5 | 3.71 | |
| Qwen2.5-OmniLayers=0-14, ADCH=×2026.03 | 0.46 | 72.5 | 3.68 | |
| Qwen2.5-OmniLayers=0-27, ADCH=×2026.03 | 0.393 | 68.7 | 3.68 | |
| Kimi-AudioLayers=N/A, ADCH=N/A2026.03 | 0.018 | 37.3 | 3.23 | |
| Qwen2.5-OmniLayers=N/A, ADCH=N/A2026.03 | 0.015 | 31.3 | 3.39 |