Audio Classification on TIMIT-2 (test)
95.22Top-1 AccuracyEAT (LoRA) + Joint Training
Evaluation results
| Method | Links | |
|---|---|---|
| EAT (LoRA) + Joint Training2026.02 | 95.22 | |
| PACE2026.02 | 90.95 | |
| RanPAC (High-Order)2026.02 | 85.63 | |
| RanPAC (High-Order) w/o FSAFeature Space Alignment=false2026.02 | 75.87 | |
| ACL (High-Order)2026.02 | 75.56 | |
| HiDe-Prompt2026.02 | 47.78 | |
| HiDe-LoRA2026.02 | 47.3 | |
| Nearest Class Mean (NCM) w/ FSAFeature Space Alignment=true2026.02 | 23.97 | |
| HiDe-Adapter2026.02 | 7.14 | |
| Nearest Class Mean (NCM)2026.02 | 6.9 | |
| S-Prompt++2026.02 | 6.43 | |
| EAT (Adapter) + Linear Probe2026.02 | 6.22 | |
| DualPrompt2026.02 | 5.87 | |
| EAT (Frozen) + Linear probe2026.02 | 2.3 | |
| EAT (Prompt) + Linear Probe2026.02 | 1.67 | |
| L2P2026.02 | 1.5 | |
| EAT (LoRA) + Linear Probe2026.02 | 0 | |
| LoRASub2026.02 | 0 |