# Multi-label Music Auto-tagging on MTG-Jamendo Source: [Multi-label Music Auto-tagging on MTG-Jamendo]() Collection index: [llms.txt]() Data updated: 2026-05-28T07:31:29.361Z Evaluation of Multi-label Music Auto-tagging performance on the MTG-Jamendo dataset, measured using ROC-AUC. 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-label Music Auto-tagging | | Dataset (including any stated split) | MTG-Jamendo | | Metric | ROC-AUC | | 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 - [ROC-AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC-AUC | Result date | Report paper | | --- | --- | --- | --- | | EM-BANDED | 76.95 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 76.61 | Not recorded | 68fa78c81e209131cea7a78d | | Multimodal | 75.9 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 75.75 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 74.81 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 74.64 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 73.87 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 73.29 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 73.01 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 72.88 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 72.27 | Not recorded | 68fa78c81e209131cea7a78d | | EM-BANDED | 71.63 | Not recorded | 68fa78c81e209131cea7a78d | | Multimodal | 69.74 | Not recorded | 68fa78c81e209131cea7a78d | | XGBOOST | 69.54 | Not recorded | 68fa78c81e209131cea7a78d | ### EM-BANDED ROC-AUC: 76.95. Result ID: 6a17ee20fbc373592c1148e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED ROC-AUC: 76.61. Result ID: 6a17ee20fbc373592c1148ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/o"}. This record does not assert independent reproduction. ### Multimodal ROC-AUC: 75.9. Result ID: 6a17ee20fbc373592c1148df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multimodal","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED ROC-AUC: 75.75. Result ID: 6a17ee20fbc373592c1148e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/"}. This record does not assert independent reproduction. ### EM-BANDED ROC-AUC: 74.81. Result ID: 6a17ee20fbc373592c1148e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST ROC-AUC: 74.64. Result ID: 6a17ee20fbc373592c1148eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST ROC-AUC: 73.87. Result ID: 6a17ee20fbc373592c1148e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST ROC-AUC: 73.29. Result ID: 6a17ee20fbc373592c1148ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"All-Features","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED ROC-AUC: 73.01. Result ID: 6a17ee20fbc373592c1148e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST ROC-AUC: 72.88. Result ID: 6a17ee20fbc373592c1148e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/"}. This record does not assert independent reproduction. ### XGBOOST ROC-AUC: 72.27. Result ID: 6a17ee20fbc373592c1148e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"User-Friendly","Lyrics":"w/o"}. This record does not assert independent reproduction. ### EM-BANDED ROC-AUC: 71.63. Result ID: 6a17ee20fbc373592c1148e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Domain-Expert","Lyrics":"w/o"}. This record does not assert independent reproduction. ### Multimodal ROC-AUC: 69.74. Result ID: 6a17ee20fbc373592c1148e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Approach":"Multimodal","Lyrics":"w/o"}. This record does not assert independent reproduction. ### XGBOOST ROC-AUC: 69.54. Result ID: 6a17ee20fbc373592c1148e8. [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.