Paralinguistic-aware Response Generation on Paralinguistic-aware evaluation set Age
0.995PA-scoreGPT-4.1 baseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-4.1 baselineLayers=N/A, ADCH=N/A2026.03 | 0.995 | 99.8 | 4 | |
| Qwen2.5-OmniLayers=0-14, ADCH=×2026.03 | 0.96 | 98 | 3.97 | |
| Qwen2.5-Omni (PE-FT)Layers=0-14, ADCH=✓2026.03 | 0.945 | 97.3 | 3.95 | |
| Kimi-Audio (PE-FT)Layers=0-14, ADCH=✓2026.03 | 0.94 | 97 | 3.98 | |
| Qwen2.5-OmniLayers=0-27, ADCH=×2026.03 | 0.915 | 95.7 | 3.99 | |
| Kimi-AudioLayers=0-14, ADCH=×2026.03 | 0.915 | 95.8 | 3.94 | |
| Kimi-AudioLayers=0-27, ADCH=×2026.03 | 0.89 | 94.5 | 3.93 | |
| Qwen2.5-OmniLayers=N/A, ADCH=N/A2026.03 | 0.01 | 50.5 | 3.22 | |
| Kimi-AudioLayers=N/A, ADCH=N/A2026.03 | -0.005 | 49.8 | 3.11 |