# Synthetic Song Detection on MUSIC8K-P Noise Source: [Synthetic Song Detection on MUSIC8K-P Noise]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:26:21.712Z Evaluation of model performance on the MUSIC8K-P Noise dataset for the task of Synthetic Song Detection, reporting Accuracy and F1 scores. 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 | Synthetic Song Detection | | Dataset (including any stated split) | MUSIC8K-P Noise | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Sofia-G1 | 85.8 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 85.8 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 76.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | RawNet2 | 72.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G2 | 72.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 64.3 | Not recorded | 6a30d8e4d33dfb23e783d02e | | CLAM | 61.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-α | 58.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-γ | 56.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 56.7 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-β | 51.8 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 45.3 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-A1 | 29.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | ### Sofia-G1 Accuracy: 85.8. Result ID: 6a3124b8fbc373592c2e34ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ"}. This record does not assert independent reproduction. ### Sofia-VAG Accuracy: 85.8. Result ID: 6a3124b8fbc373592c2e34f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"MoE"}. This record does not assert independent reproduction. ### Sofia-G1 Accuracy: 76.2. Result ID: 6a3124b8fbc373592c2e34ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MERT"}. This record does not assert independent reproduction. ### RawNet2 Accuracy: 72.4. Result ID: 6a3124b8fbc373592c2e34e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-G2 Accuracy: 72.4. Result ID: 6a3124b8fbc373592c2e34f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ+MERT"}. This record does not assert independent reproduction. ### Sofia-VAG Accuracy: 64.3. Result ID: 6a3124b8fbc373592c2e34f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"concat"}. This record does not assert independent reproduction. ### CLAM Accuracy: 61.5. Result ID: 6a3124b8fbc373592c2e34ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-α Accuracy: 58.5. Result ID: 6a3124b8fbc373592c2e34eb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-γ Accuracy: 56.9. Result ID: 6a3124b8fbc373592c2e34e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-V1 Accuracy: 56.7. Result ID: 6a3124b8fbc373592c2e34f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"RawNet2"}. This record does not assert independent reproduction. ### SpecTTTra-β Accuracy: 51.8. Result ID: 6a3124b8fbc373592c2e34ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-V1 Accuracy: 45.3. Result ID: 6a3124b8fbc373592c2e34f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"Wav2Vec2"}. This record does not assert independent reproduction. ### Sofia-A1 Accuracy: 29.9. Result ID: 6a3124b8fbc373592c2e34ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"FxPP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.