# Synthetic song detection on MUSIC8K-O Source: [Synthetic song detection on MUSIC8K-O]() Collection index: [llms.txt]() Data updated: 2026-06-16T10:26:21.538Z Evaluation of model performance on the MUSIC8K-O dataset for detecting synthetic songs, typically measured using F1 Score. 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-O | | Metric | F1 Score | | 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 - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | Sofia-VAG | 97.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 95.3 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G1 | 89.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-VAG | 88.1 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-G2 | 87.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 82.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | CLAM | 78.7 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-V1 | 77.6 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-α | 64.6 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-γ | 63.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | | RawNet2 | 59.3 | Not recorded | 6a30d8e4d33dfb23e783d02e | | SpecTTTra-β | 36.5 | Not recorded | 6a30d8e4d33dfb23e783d02e | | Sofia-A1 | 28.2 | Not recorded | 6a30d8e4d33dfb23e783d02e | ### Sofia-VAG F1 Score: 97.2. Result ID: 6a3124b8fbc373592c2e34a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"MoE"}. This record does not assert independent reproduction. ### Sofia-G1 F1 Score: 95.3. Result ID: 6a3124b8fbc373592c2e349a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ"}. This record does not assert independent reproduction. ### Sofia-G1 F1 Score: 89.2. Result ID: 6a3124b8fbc373592c2e349b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MERT"}. This record does not assert independent reproduction. ### Sofia-VAG F1 Score: 88.1. Result ID: 6a3124b8fbc373592c2e349f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Fusion":"concat"}. This record does not assert independent reproduction. ### Sofia-G2 F1 Score: 87.5. Result ID: 6a3124b8fbc373592c2e349e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"MuQ+MERT"}. This record does not assert independent reproduction. ### Sofia-V1 F1 Score: 82.5. Result ID: 6a3124b8fbc373592c2e349d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"RawNet2"}. This record does not assert independent reproduction. ### CLAM F1 Score: 78.7. Result ID: 6a3124b8fbc373592c2e3498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-V1 F1 Score: 77.6. Result ID: 6a3124b8fbc373592c2e349c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Feature":"Wav2Vec2"}. This record does not assert independent reproduction. ### SpecTTTra-α F1 Score: 64.6. Result ID: 6a3124b8fbc373592c2e3497. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-γ F1 Score: 63.2. Result ID: 6a3124b8fbc373592c2e3495. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RawNet2 F1 Score: 59.3. Result ID: 6a3124b8fbc373592c2e3494. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecTTTra-β F1 Score: 36.5. Result ID: 6a3124b8fbc373592c2e3496. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Sofia-A1 F1 Score: 28.2. Result ID: 6a3124b8fbc373592c2e3499. [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.