Taste Prediction on Unified music-taste corpus (test)
0.87Sweet ScoreVGGish
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VGGishEncoder=Frozen2026.07 | 0.87 | 0.728 | 0.367 | 0.578 | 0.787 | 0.666 | 0.109 | 0.134 | |
| fusion VGGish+MULEType=Gated Late-Fusion2026.07 | 0.851 | 0.756 | 0.643 | 0.657 | 0.715 | 0.724 | 0.111 | 0.134 | |
| fusion AST+VGGish+MULEType=Gated Late-Fusion2026.07 | 0.844 | 0.75 | 0.659 | 0.697 | 0.6 | 0.71 | 0.112 | 0.137 | |
| fusion AST+MULEType=Gated Late-Fusion2026.07 | 0.844 | 0.728 | 0.652 | 0.647 | 0.58 | 0.69 | 0.113 | 0.14 | |
| fusion CLAP+AST+VGGish+MULEType=Gated Late-Fusion2026.07 | 0.839 | 0.709 | 0.651 | 0.664 | 0.673 | 0.707 | 0.11 | 0.134 | |
| fusion CLAP+VGGishType=Gated Late-Fusion2026.07 | 0.836 | 0.645 | 0.637 | 0.652 | 0.788 | 0.712 | 0.109 | 0.135 | |
| MULEEncoder=Frozen2026.07 | 0.831 | 0.645 | 0.609 | 0.61 | 0.641 | 0.667 | 0.116 | 0.146 | |
| ASTEncoder=Frozen2026.07 | 0.824 | 0.709 | 0.58 | 0.615 | 0.564 | 0.658 | 0.116 | 0.143 | |
| PANNsEncoder=Frozen2026.07 | 0.816 | 0.608 | 0.533 | 0.528 | 0.673 | 0.632 | 0.119 | 0.146 | |
| fusion CLAP+MULEType=Gated Late-Fusion2026.07 | 0.813 | 0.685 | 0.665 | 0.648 | 0.696 | 0.701 | 0.114 | 0.139 | |
| fusion AST+VGGish (gated)Type=Gated Late-Fusion2026.07 | 0.812 | 0.743 | 0.613 | 0.666 | 0.606 | 0.688 | 0.113 | 0.139 | |
| CLAPEncoder=Frozen2026.07 | 0.798 | 0.607 | 0.651 | 0.598 | 0.666 | 0.664 | 0.114 | 0.142 | |
| HuBERTEncoder=Frozen2026.07 | 0.749 | 0.6 | 0.528 | 0.462 | 0.741 | 0.616 | 0.121 | 0.15 | |
| ast-5head-refType=External Baseline2026.07 | 0.74 | 0.563 | 0.468 | 0.325 | 0.682 | 0.556 | 0.175 | 0.219 | |
| EnCodecEncoder=Frozen2026.07 | 0.725 | 0.591 | 0.389 | 0.409 | 0.571 | 0.537 | 0.128 | 0.159 | |
| MFCC (DSP floor)Encoder=Frozen2026.07 | 0.708 | 0.29 | 0.577 | 0.396 | 0.621 | 0.518 | 0.142 | 0.181 | |
| MERTEncoder=Frozen2026.07 | 0.708 | 0.439 | 0.477 | 0.519 | 0.139 | 0.456 | 0.142 | 0.173 | |
| Omar-RQEncoder=Frozen2026.07 | 0.45 | 0.523 | 0.562 | 0.438 | 0.357 | 0.323 | 0.141 | 0.169 |