Audio Classification on TIMIT 3 (test)
95.22Average Top-1 AccEAT (LoRA) + Joint Training
Evaluation results
| Method | Links | |
|---|---|---|
| EAT (LoRA) + Joint Training2026.02 | 95.22 | |
| PACE2026.02 | 94.05 | |
| RanPAC (High-Order)2026.02 | 89.92 | |
| RanPAC (High-Order) w/o FSAFeature Space Alignment=false2026.02 | 75.87 | |
| ACL (High-Order)2026.02 | 75.56 | |
| HiDe-Prompt2026.02 | 49.6 | |
| HiDe-LoRA2026.02 | 49.6 | |
| Nearest Class Mean (NCM) w/ FSAFeature Space Alignment=true2026.02 | 34.68 | |
| EAT (Adapter) + Linear Probe2026.02 | 14.12 | |
| HiDe-Adapter2026.02 | 12.22 | |
| DualPrompt2026.02 | 10 | |
| S-Prompt++2026.02 | 8.25 | |
| Nearest Class Mean (NCM)2026.02 | 6.83 | |
| EAT (Frozen) + Linear probe2026.02 | 4.92 | |
| EAT (LoRA) + Linear Probe2026.02 | 2.62 | |
| L2P2026.02 | 2.53 | |
| EAT (Prompt) + Linear Probe2026.02 | 1.43 | |
| LoRASub2026.02 | 0 |