# Ambient Sound Generation on Greatest Hits (test) Source: [Ambient Sound Generation on Greatest Hits (test)]() Collection index: [llms.txt]() Data updated: 2026-05-13T10:44:35.794Z Evaluation of models performing Ambient Sound Generation on the test split of the Greatest Hits dataset, assessed using metrics including DeSync, VA-IB, CLAP, CLIP, FAD, and KVD. 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 | Ambient Sound Generation | | Dataset (including any stated split) | Greatest Hits (test) | | Metric | DeSync | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [DeSync](): Higher is better; unit: SCALAR. - [VA-IB](): Higher is better; unit: SCALAR. - [CLAP](): Higher is better; unit: SCALAR. - [CLIP](): Higher is better; unit: SCALAR. - [FAD (Pan)](): Lower is better; unit: SCALAR. - [FAD (Pas)](): Lower is better; unit: SCALAR. - [FVD](): Lower is better; unit: SCALAR. - [KVD](): Lower is better; unit: SCALAR. ## Recorded results | Method | DeSync | Result date | Report paper | | --- | --- | --- | --- | | No Tune | 0.47 | Not recorded | 6a0405dbdbc836b87d827883 | | SFT | 0.43 | Not recorded | 6a0405dbdbc836b87d827883 | | DPO | 0.38 | Not recorded | 6a0405dbdbc836b87d827883 | | DPO | 0.36 | Not recorded | 6a0405dbdbc836b87d827883 | | SFT | 0.35 | Not recorded | 6a0405dbdbc836b87d827883 | | SyncDPO | 0.3 | Not recorded | 6a0405dbdbc836b87d827883 | | SyncDPO | 0.29 | Not recorded | 6a0405dbdbc836b87d827883 | ### No Tune DeSync: 0.47. Result ID: 6a04555647f34ce924eaece8. [Reporting paper]() Recorded evaluation configuration: {"Training Data":"None"}. This record does not assert independent reproduction. ### SFT DeSync: 0.43. Result ID: 6a04555647f34ce924eaece9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"ID"}. This record does not assert independent reproduction. ### DPO DeSync: 0.38. Result ID: 6a04555647f34ce924eaeced. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"OOD"}. This record does not assert independent reproduction. ### DPO DeSync: 0.36. Result ID: 6a04555647f34ce924eaecea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"ID"}. This record does not assert independent reproduction. ### SFT DeSync: 0.35. Result ID: 6a04555647f34ce924eaecec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"OOD"}. This record does not assert independent reproduction. ### SyncDPO DeSync: 0.3. Result ID: 6a04555647f34ce924eaeceb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"ID"}. This record does not assert independent reproduction. ### SyncDPO DeSync: 0.29. Result ID: 6a04555647f34ce924eaecee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Data":"OOD"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.