# Multi-track music generation on Slakh2100 (test) Source: [Multi-track music generation on Slakh2100 (test)]() Collection index: [llms.txt]() Data updated: 2026-03-04T13:14:05.880Z Objective evaluation of multi-track music generation models on the test split of the Slakh2100 dataset, utilizing Fréchet Audio Distance (FAD) calculated separately for Bass, Drum, Guitar, and Piano tracks. 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 | Multi-track music generation | | Dataset (including any stated split) | Slakh2100 (test) | | Metric | FAD | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 8 of 8 | | 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 - [FAD](): Lower is better; unit: SCALAR. - [FAD (Bass)](): Lower is better; unit: SCALAR. - [FAD (Drum)](): Lower is better; unit: SCALAR. - [FAD (Guitar)](): Lower is better; unit: SCALAR. - [FAD (Piano)](): Lower is better; unit: SCALAR. ## Recorded results | Method | FAD | Result date | Report paper | | --- | --- | --- | --- | | SyncTrack | 1.26 | Not recorded | 69a66c142d603e6de3e3cdaa | | MSG-LD | 1.31 | Not recorded | 69a66c142d603e6de3e3cdaa | | JEN-1 Composer | 4.04 | Not recorded | 69a66c142d603e6de3e3cdaa | | STEMGEN | 4.3 | Not recorded | 69a66c142d603e6de3e3cdaa | | MSDM | 6.55 | Not recorded | 69a66c142d603e6de3e3cdaa | ### SyncTrack FAD: 1.26. Result ID: 69a830066dbb7075b94e96d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Generation mode":"unconditional"}. This record does not assert independent reproduction. ### MSG-LD FAD: 1.31. Result ID: 69a830066dbb7075b94e96cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JEN-1 Composer FAD: 4.04. Result ID: 69a830066dbb7075b94e96ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STEMGEN FAD: 4.3. Result ID: 69a830066dbb7075b94e96cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MSDM FAD: 6.55. Result ID: 69a830066dbb7075b94e96cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.