# Synthetic Song Detection on MUSIC8K Pitch Source: [Synthetic Song Detection on MUSIC8K Pitch]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:26:21.647Z Evaluation of model performance on the MUSIC8K Pitch dataset for the task of Synthetic Song Detection. 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 Pitch | | 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-G2 | 89.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 88.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 83.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 83.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | CLAM | 80.6 | Not recorded | 6a30d8e4d33dfb23e783d02e | | RawNet2 | 80.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 79.7 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 68.4 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 67.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-α | 62.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-γ | 54.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-β | 50.9 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-A1 | 32.8 | Not recorded | 6a30d8e4d33dfb23e783d02e | ### Sofia-G2 Accuracy: 89.2. Result ID: 6a3124b8fbc373592c2e34d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ+MERT"}. This record does not assert independent reproduction. ### Sofia-VAG Accuracy: 88.2. Result ID: 6a3124b8fbc373592c2e34d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"concat"}. This record does not assert independent reproduction. ### Sofia-G1 Accuracy: 83.1. Result ID: 6a3124b8fbc373592c2e34d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ"}. This record does not assert independent reproduction. ### Sofia-VAG Accuracy: 83.1. Result ID: 6a3124b8fbc373592c2e34da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"MoE"}. This record does not assert independent reproduction. ### CLAM Accuracy: 80.6. Result ID: 6a3124b8fbc373592c2e34d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RawNet2 Accuracy: 80.4. Result ID: 6a3124b8fbc373592c2e34ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-G1 Accuracy: 79.7. Result ID: 6a3124b8fbc373592c2e34d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MERT"}. This record does not assert independent reproduction. ### Sofia-V1 Accuracy: 68.4. Result ID: 6a3124b8fbc373592c2e34d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"RawNet2"}. This record does not assert independent reproduction. ### Sofia-V1 Accuracy: 67.5. Result ID: 6a3124b8fbc373592c2e34d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"Wav2Vec2"}. This record does not assert independent reproduction. ### SpecTTTra-α Accuracy: 62.9. Result ID: 6a3124b8fbc373592c2e34d1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-γ Accuracy: 54.9. Result ID: 6a3124b8fbc373592c2e34cf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-β Accuracy: 50.9. Result ID: 6a3124b8fbc373592c2e34d0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-A1 Accuracy: 32.8. Result ID: 6a3124b8fbc373592c2e34d3. [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.