# Music Understanding on X-ARES Source: [Music Understanding on X-ARES]() Collection index: [llms.txt]() Data updated: 2026-03-27T14:01:05.556Z Evaluation of model performance specifically on music-related tasks within the X-ARES benchmark suite, covering components like FMA, GTZAN, MAESTRO, and NSynth. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Music Understanding | | Dataset (including any stated split) | X-ARES | | Metric | FMA Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [FMA Score](): Higher is better; unit: PERCENT. - [GTZAN Score](): Higher is better; unit: PERCENT. - [MAESTRO Score](): Higher is better; unit: PERCENT. - [NSynth Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | FMA Score | Result date | Report paper | | --- | --- | --- | --- | | DashengTokenizer | 66.29 | Not recorded | 69a5195d2d603e6de3e3c73d | | DashengTokenizer | 64.34 | Not recorded | 69a5195d2d603e6de3e3c73d | | SPEAR | 64.16 | Not recorded | 69a5195d2d603e6de3e3c73d | | DashengTokenizer | 64 | Not recorded | 69a5195d2d603e6de3e3c73d | | MSM-MAE | 62.74 | Not recorded | 69a5195d2d603e6de3e3c73d | | OpenBeats | 62.4 | Not recorded | 69a5195d2d603e6de3e3c73d | | SPEAR | 62.06 | Not recorded | 69a5195d2d603e6de3e3c73d | | Whisper-Large-V3 | 58.9 | Not recorded | 69a5195d2d603e6de3e3c73d | | SemantiCodec | 57.94 | Not recorded | 69a5195d2d603e6de3e3c73d | | MingTok-Audio | 54.45 | Not recorded | 69a5195d2d603e6de3e3c73d | | HuBERT | 42.81 | Not recorded | 69a5195d2d603e6de3e3c73d | | WavLM | 36.11 | Not recorded | 69a5195d2d603e6de3e3c73d | | DAC | 35.43 | Not recorded | 69a5195d2d603e6de3e3c73d | | MingTok-Audio | 34.74 | Not recorded | 69a5195d2d603e6de3e3c73d | | EzAudio | 30.74 | Not recorded | 69a5195d2d603e6de3e3c73d | | UniFlow-Audio | 30.17 | Not recorded | 69a5195d2d603e6de3e3c73d | | Encodec | 28.8 | Not recorded | 69a5195d2d603e6de3e3c73d | | FlexiCodec | 0 | Not recorded | 69a5195d2d603e6de3e3c73d | | WavTokenizer | 0 | Not recorded | 69a5195d2d603e6de3e3c73d | ### DashengTokenizer FMA Score: 66.29. Result ID: 69c68d8a47f34ce924b0cbfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Continuous Tokenizer"}. This record does not assert independent reproduction. ### DashengTokenizer FMA Score: 64.34. Result ID: 69c68d8a47f34ce924b0cbf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Encoder Model","Scale":"0.6B"}. This record does not assert independent reproduction. ### SPEAR FMA Score: 64.16. Result ID: 69c68d8a47f34ce924b0cbf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Encoder Model","Scale":"XLarge"}. This record does not assert independent reproduction. ### DashengTokenizer FMA Score: 64. Result ID: 69c68d8a47f34ce924b0cbf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Encoder Model","Scale":"Base"}. This record does not assert independent reproduction. ### MSM-MAE FMA Score: 62.74. Result ID: 69c68d8a47f34ce924b0cbf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Encoder Model"}. This record does not assert independent reproduction. ### OpenBeats FMA Score: 62.4. Result ID: 69c68d8a47f34ce924b0cbee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Encoder Model"}. This record does not assert independent reproduction. ### SPEAR FMA Score: 62.06. Result ID: 69c68d8a47f34ce924b0cbf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Encoder Model","Scale":"Base"}. This record does not assert independent reproduction. ### Whisper-Large-V3 FMA Score: 58.9. Result ID: 69c68d8a47f34ce924b0cbef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Encoder Model"}. This record does not assert independent reproduction. ### SemantiCodec FMA Score: 57.94. Result ID: 69c68d8a47f34ce924b0cbeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Codec"}. This record does not assert independent reproduction. ### MingTok-Audio FMA Score: 54.45. Result ID: 69c68d8a47f34ce924b0cbfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Continuous Tokenizer","Variant":"Unified"}. This record does not assert independent reproduction. ### HuBERT FMA Score: 42.81. Result ID: 69c68d8a47f34ce924b0cbf0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Encoder Model"}. This record does not assert independent reproduction. ### WavLM FMA Score: 36.11. Result ID: 69c68d8a47f34ce924b0cbf2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Encoder Model"}. This record does not assert independent reproduction. ### DAC FMA Score: 35.43. Result ID: 69c68d8a47f34ce924b0cbe9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Codec"}. This record does not assert independent reproduction. ### MingTok-Audio FMA Score: 34.74. Result ID: 69c68d8a47f34ce924b0cbf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Continuous Tokenizer","Variant":"Acoustic"}. This record does not assert independent reproduction. ### EzAudio FMA Score: 30.74. Result ID: 69c68d8a47f34ce924b0cbf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Continuous Tokenizer"}. This record does not assert independent reproduction. ### UniFlow-Audio FMA Score: 30.17. Result ID: 69c68d8a47f34ce924b0cbf8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Continuous Tokenizer"}. This record does not assert independent reproduction. ### Encodec FMA Score: 28.8. Result ID: 69c68d8a47f34ce924b0cbea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Codec"}. This record does not assert independent reproduction. ### FlexiCodec FMA Score: 0. Result ID: 69c68d8a47f34ce924b0cbec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Codec"}. This record does not assert independent reproduction. ### WavTokenizer FMA Score: 0. Result ID: 69c68d8a47f34ce924b0cbed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Codec"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.