Music Generation on Bilingual (Chinese/English) music 20 styles (test)
7.71CEMinMax-2.0
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MinMax-2.0Model Category=Commercial2026.01 | 7.71 | 7.95 | 6.42 | 8.38 | 4.61 | 4.51 | 4.59 | 4.5 | 4.41 | 43.1 | 29.5 | |
| Suno-v5Model Category=Commercial2026.01 | 7.69 | 7.87 | 6.51 | 8.29 | 4.72 | 4.62 | 4.71 | 4.63 | 4.56 | 46.8 | 34.2 | |
| HeartMuLaModel Category=Open-source2026.01 | 7.66 | 7.89 | 6.15 | 8.25 | 4.68 | 4.55 | 4.69 | 4.55 | 4.45 | 31.7 | 28.6 | |
| Suno-v4.5Model Category=Commercial2026.01 | 7.63 | 7.85 | 6.22 | 8.25 | 4.64 | 4.51 | 4.63 | 4.53 | 4.49 | 40.5 | 32.7 | |
| LeVoModel Category=Open-source2026.01 | 7.61 | 7.78 | 5.92 | 8.31 | 3.55 | 3.35 | 3.32 | 3.31 | 3.2 | 29.4 | -1.2 | |
| Udio-v1.5Model Category=Commercial2026.01 | 7.45 | 7.65 | 6.15 | 8.03 | 4.15 | 3.96 | 4.09 | 3.93 | 3.86 | 34.9 | 24.8 | |
| Mureka-V7.6Model Category=Commercial2026.01 | 7.44 | 7.71 | 6.35 | 8.13 | 4.43 | 4.29 | 4.35 | 4.29 | 4.21 | 36.2 | 22.4 | |
| ACE-Step 1.5Model Category=Open-source, Evaluation Configuration=1.7B LM + dynamic distilled DiT (no RL)2026.01 | 7.42 | 8.09 | 6.47 | 8.35 | 4.72 | 4.67 | 4.72 | 4.66 | 4.59 | 39.1 | 26.3 | |
| DiffRhythm 2Model Category=Open-source2026.01 | 7.25 | 7.61 | 6.33 | 7.99 | 3.99 | 3.79 | 3.97 | 3.82 | 3.66 | 32.1 | 3.8 | |
| ACE-Step 1.0Model Category=Open-source2026.01 | 7.22 | 7.52 | 6.5 | 7.76 | 3.99 | 3.73 | 3.85 | 3.78 | 3.68 | 28.5 | 0.9 | |
| YueModel Category=Open-source2026.01 | 6.58 | 7.29 | 4.95 | 7.39 | 3.01 | 2.8 | 2.85 | 2.79 | 2.82 | 26.8 | -4.6 |