Audio Deepfake Detection on ASVSpoof
98.7Accuracy (ASV)COLMBO-DF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| COLMBO-DFPrompting Strategy=ShortCoT2026.03 | 98.7 | 98.7 | |
| COLMBO-DFPrompting Strategy=CoT2026.03 | 98.4 | 98.4 | |
| COLMBO-DFPrompting Strategy=ShortCoT, Fine-tuning=Unfreeze2026.03 | 96.7 | 96.7 | |
| COLMBO-DFPrompting Strategy=ShortCoT, Training data mixture=w/ CosyFish2026.03 | 95.7 | 95.8 | |
| COLMBO-DFPrompting Strategy=Zeroshot, Fine-tuning=Unfreeze2026.03 | 78.3 | 74.3 | |
| COLMBO-DFPrompting Strategy=Zeroshot, Training data mixture=w/ CosyFish2026.03 | 78.3 | 74.4 | |
| COLMBO-DFPrompting Strategy=Zeroshot2026.03 | 64.9 | 72.1 | |
| Random2026.03 | 50 | 50 | |
| Qwen2-Audio-Instruct2026.03 | 23.6 | 37.7 |