# Multi-class Music Classification on Music4All Source: [Multi-class Music Classification on Music4All]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:31:29.402Z Evaluation of Multi-class Music Classification performance on the Music4All dataset, measured by Accuracy. 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 | Multi-class Music Classification | | Dataset (including any stated split) | Music4All | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Multimodal | 57.34 | Not recorded | 68fa78c81e209131cea7a78d | | Multimodal | 53.75 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 48.59 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 46.81 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 46.36 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 45.77 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 45.09 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 44.92 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 43.45 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 43.18 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 42.73 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 40.72 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 40.66 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 38.25 | Not recorded | 68fa78c81e209131cea7a78d | ### Multimodal Accuracy: 57.34. Result ID: 6a17ee20fbc373592c1148ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multimodal","Lyrics":"w/"}. This record does not assert independent reproduction. ### Multimodal Accuracy: 53.75. Result ID: 6a17ee20fbc373592c1148ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multimodal","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 48.59. Result ID: 6a17ee20fbc373592c1148f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 46.81. Result ID: 6a17ee20fbc373592c1148f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 46.36. Result ID: 6a17ee20fbc373592c1148fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 45.77. Result ID: 6a17ee20fbc373592c1148f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 45.09. Result ID: 6a17ee20fbc373592c1148f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 44.92. Result ID: 6a17ee20fbc373592c1148f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 43.45. Result ID: 6a17ee20fbc373592c1148f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 43.18. Result ID: 6a17ee20fbc373592c1148ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST Accuracy: 42.73. Result ID: 6a17ee20fbc373592c1148f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 40.72. Result ID: 6a17ee20fbc373592c1148f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 40.66. Result ID: 6a17ee20fbc373592c1148f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED Accuracy: 38.25. Result ID: 6a17ee20fbc373592c1148f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.