# Multi-track Music Generation on Slakh2100

Source: [Multi-track Music Generation on Slakh2100](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-04T13:14:05.950Z

Objective evaluation of multi-track music generation models on the Slakh2100 dataset, utilizing metrics related to coherence and synchronization (CBS, CBD, IRS).

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 |
| Metric | CBS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [CBS](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=CBS>): Higher is better; unit: SCALAR.

- [CBD (mean)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=CBD%20(mean)>): Higher is better; unit: SCALAR.

- [CBD (std)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=CBD%20(std)>): Lower is better; unit: SCALAR.

- [CBD (median)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=CBD%20(median)>): Higher is better; unit: SCALAR.

- [IRS (B)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=IRS%20(B)>): Higher is better; unit: SCALAR.

- [IRS (D)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=IRS%20(D)>): Higher is better; unit: SCALAR.

- [IRS (G)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=IRS%20(G)>): Higher is better; unit: SCALAR.

- [IRS (P)](<https://www.sota2.com/research/sota/multi-track-music-generation-on-slakh2100.md?metric=IRS%20(P)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CBS | Result date | Report paper |
| --- | --- | --- | --- |
| Slakh2100 | 0.574 | Not recorded | 69a66c142d603e6de3e3cdaa |
| SyncTrack | 0.521 | Not recorded | 69a66c142d603e6de3e3cdaa |
| MUSDB18 | 0.512 | Not recorded | 69a66c142d603e6de3e3cdaa |
| MSDM | 0.469 | Not recorded | 69a66c142d603e6de3e3cdaa |
| MSG-LD | 0.386 | Not recorded | 69a66c142d603e6de3e3cdaa |

### Slakh2100

CBS: 0.574. Result ID: 69a830066dbb7075b94e96da.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66641e209131cea1012e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SyncTrack

CBS: 0.521. Result ID: 69a830066dbb7075b94e96d8.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdaa.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MUSDB18

CBS: 0.512. Result ID: 69a830066dbb7075b94e96d9.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdaa.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MSDM

CBS: 0.469. Result ID: 69a830066dbb7075b94e96d7.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72911e209131cea57279.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MSG-LD

CBS: 0.386. Result ID: 69a830066dbb7075b94e96d6.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c142d603e6de3e3cdaa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76731e209131cea6d141.md>)

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.
