| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| internal dataset Average | Proposed Framework | MSE23.7 | 3 | 3d ago | |
| internal dataset Audio Quality | UTMOS-based | MSE20.3 | 3 | 3d ago | |
| internal dataset Arrangement | UTMOS-based | MSE16 | 3 | 3d ago | |
| internal dataset Melody | Proposed Framework | MSE29.4 | 3 | 3d ago | |
| internal dataset Singing | Proposed Framework | MSE27.3 | 3 | 3d ago | |
| internal dataset Overall | Proposed Framework | MSE21.7 | 3 | 3d ago | |
| SongEval Average (test) | ours | MSE0.266 | 3 | 3d ago | |
| SongEval Naturalness (test) | UTMOS-based | MSE0.259 | 3 | 3d ago | |
| SongEval Clarity (test) | ours | MSE0.264 | 3 | 3d ago | |
| SongEval Memorability (test) | UTMOS-based | MSE0.321 | 3 | 3d ago | |
| SongEval Coherence (test) | ours | MSE0.243 | 3 | 3d ago | |
| SongEval Musicality (test) | ours | MSE0.239 | 3 | 3d ago |
