# Synthetic Song Detection on MUSIC8K-P (Stretch) Source: [Synthetic Song Detection on MUSIC8K-P (Stretch)]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:26:21.681Z Evaluation of model performance on the MUSIC8K-P (Stretch) dataset for detecting synthetic songs, 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 (Stretch) | | 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-VAG | 94.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G2 | 89.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 88.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 83.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | CLAM | 81.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | RawNet2 | 80.3 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 79.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 67.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 67.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-α | 57.8 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-γ | 56.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-β | 51.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-A1 | 32.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | ### Sofia-VAG Accuracy: 94.1. Result ID: 6a3124b8fbc373592c2e34e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"MoE"}. This record does not assert independent reproduction. ### Sofia-G2 Accuracy: 89.2. Result ID: 6a3124b8fbc373592c2e34e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ+MERT"}. This record does not assert independent reproduction. ### Sofia-VAG Accuracy: 88.1. Result ID: 6a3124b8fbc373592c2e34e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"concat"}. This record does not assert independent reproduction. ### Sofia-G1 Accuracy: 83.1. Result ID: 6a3124b8fbc373592c2e34e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ"}. This record does not assert independent reproduction. ### CLAM Accuracy: 81.2. Result ID: 6a3124b8fbc373592c2e34df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RawNet2 Accuracy: 80.3. Result ID: 6a3124b8fbc373592c2e34db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-G1 Accuracy: 79.5. Result ID: 6a3124b8fbc373592c2e34e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MERT"}. This record does not assert independent reproduction. ### Sofia-V1 Accuracy: 67.9. Result ID: 6a3124b8fbc373592c2e34e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"Wav2Vec2"}. This record does not assert independent reproduction. ### Sofia-V1 Accuracy: 67.9. Result ID: 6a3124b8fbc373592c2e34e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"RawNet2"}. This record does not assert independent reproduction. ### SpecTTTra-α Accuracy: 57.8. Result ID: 6a3124b8fbc373592c2e34de. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-γ Accuracy: 56.5. Result ID: 6a3124b8fbc373592c2e34dc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-β Accuracy: 51.2. Result ID: 6a3124b8fbc373592c2e34dd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-A1 Accuracy: 32.9. Result ID: 6a3124b8fbc373592c2e34e0. [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.