Audio Tasks on TUT, VocalSound, Clotho (Zero-Shot)
25.3ScoreOriginal MLLMs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Original MLLMsEvaluation Protocol=Zero-shot2025.05 | 25.3 | 24.71 | — | |
| MMEREvaluation Protocol=Merged2025.05 | 25.2 | 38.51 | 99.6 | |
| PCB-MergingEvaluation Protocol=Merged2025.05 | 25.03 | 33.41 | 98.9 | |
| TIES (w/ DARE)Evaluation Protocol=Merged2025.05 | 24.92 | 33.02 | 98.5 | |
| TA (w/ DARE)Evaluation Protocol=Merged2025.05 | 24.82 | 32.44 | 98.1 | |
| TIESEvaluation Protocol=Merged2025.05 | 24.79 | 32.15 | 98 | |
| NaiveMC (w/ DARE)Evaluation Protocol=Merged2025.05 | 24.72 | 31.62 | 97.7 | |
| TAEvaluation Protocol=Merged2025.05 | 24.68 | 31.88 | 97.5 | |
| NaiveMCEvaluation Protocol=Merged2025.05 | 24.59 | 30.65 | 97.2 |