Music Understanding on X-ARES
66.29FMA ScoreDashengTokenizer
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DashengTokenizerModel Category=Continuous Tokenizer2026.02 | 66.29 | 89.99 | 57.65 | 77.91 | |
| DashengTokenizerModel Category=Encoder Model, Scale=0.6B2026.02 | 64.34 | 89.49 | 46.81 | 78.39 | |
| SPEARModel Category=Encoder Model, Scale=XLarge2026.02 | 64.16 | 84.59 | 13.63 | 67.85 | |
| DashengTokenizerModel Category=Encoder Model, Scale=Base2026.02 | 64 | 86.9 | 43.25 | 69.29 | |
| MSM-MAEModel Category=Encoder Model2026.02 | 62.74 | 84.39 | 0.32 | 73.02 | |
| OpenBeatsModel Category=Encoder Model2026.02 | 62.4 | 85.9 | 0 | 58.9 | |
| SPEARModel Category=Encoder Model, Scale=Base2026.02 | 62.06 | 81.08 | 12.65 | 63.55 | |
| Whisper-Large-V3Model Category=Encoder Model2026.02 | 58.9 | 71.77 | 0 | 63.5 | |
| SemantiCodecModel Category=Codec2026.02 | 57.94 | 66.67 | 8.62 | 68.14 | |
| MingTok-AudioModel Category=Continuous Tokenizer, Variant=Unified2026.02 | 54.45 | 71.17 | 25 | 57 | |
| HuBERTModel Category=Encoder Model2026.02 | 42.81 | 51.85 | 0 | 48.22 | |
| WavLMModel Category=Encoder Model2026.02 | 36.11 | 48.14 | 0 | 40.14 | |
| DACModel Category=Codec2026.02 | 35.43 | 54.06 | 12.78 | 38.57 | |
| MingTok-AudioModel Category=Continuous Tokenizer, Variant=Acoustic2026.02 | 34.74 | 39.94 | 21.38 | 27.81 | |
| EzAudioModel Category=Continuous Tokenizer2026.02 | 30.74 | 40.54 | 17.57 | 32.18 | |
| UniFlow-AudioModel Category=Continuous Tokenizer2026.02 | 30.17 | 40.74 | 16.44 | 31.73 | |
| EncodecModel Category=Codec2026.02 | 28.8 | 35.14 | 23.37 | 32.59 | |
| FlexiCodecModel Category=Codec2026.02 | 0 | 0 | 0 | 0 | |
| WavTokenizerModel Category=Codec2026.02 | 0 | 0 | 0 | 0 |