# Controllable Music Generation on TestB

Source: [Controllable Music Generation on TestB](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb>)

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

Data updated: 2026-02-26T06:05:51.241Z

Evaluation of models performing Controllable Music Generation on the TestB dataset, assessed using specific objective metrics including TB, TBT, CK, and PCM.

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 | Controllable Music Generation |
| Dataset (including any stated split) | TestB |
| Metric | TB |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [TB](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=TB>): Higher is better; unit: PERCENT.

- [TBT](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=TBT>): Higher is better; unit: PERCENT.

- [CK](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=CK>): Higher is better; unit: PERCENT.

- [CKD](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=CKD>): Higher is better; unit: PERCENT.

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

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

- [CMO](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=CMO>): Higher is better; unit: PERCENT.

- [CMOT](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=CMOT>): Higher is better; unit: PERCENT.

- [BM](<https://www.sota2.com/research/sota/controllable-music-generation-on-testb.md?metric=BM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TB | Result date | Report paper |
| --- | --- | --- | --- |
| MusicGen-M | 41 | Not recorded | 68fa805b1e209131cea9cc5d |
| MusicGen-S | 39.5 | Not recorded | 68fa805b1e209131cea9cc5d |
| Tango | 27.5 | Not recorded | 68fa805b1e209131cea9cc5d |
| Tango | 26 | Not recorded | 68fa805b1e209131cea9cc5d |
| Tango | 26 | Not recorded | 68fa805b1e209131cea9cc5d |
| Mustango | 25.5 | Not recorded | 68fa805b1e209131cea9cc5d |
| Tango | 24.75 | Not recorded | 68fa805b1e209131cea9cc5d |
| AudioLDM2 | 21.25 | Not recorded | 68fa805b1e209131cea9cc5d |
| Mustango | 21.25 | Not recorded | 68fa805b1e209131cea9cc5d |

### MusicGen-M

TB: 41. Result ID: 698b95bc7a967eddb76fcc12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72031e209131cea5421d.md>)

[Implementation](<https://www.sota2.com/github.com/facebookresearch/audiocraft>)

Recorded evaluation configuration: {"training\_datasets":"-","pre-trained":false}. This record does not assert independent reproduction.

### MusicGen-S

TB: 39.5. Result ID: 698b95bc7a967eddb76fcc11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72031e209131cea5421d.md>)

[Implementation](<https://www.sota2.com/github.com/facebookresearch/audiocraft>)

Recorded evaluation configuration: {"training\_datasets":"-","pre-trained":false}. This record does not assert independent reproduction.

### Tango

TB: 27.5. Result ID: 698b95bc7a967eddb76fcc15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c2c.md>)

[Implementation](<https://github.com/declare-lab/tango>)

Recorded evaluation configuration: {"training\_datasets":"MusicCaps","pre-trained":true}. This record does not assert independent reproduction.

### Tango

TB: 26. Result ID: 698b95bc7a967eddb76fcc14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c2c.md>)

[Implementation](<https://github.com/declare-lab/tango>)

Recorded evaluation configuration: {"training\_datasets":"MusicCaps","pre-trained":false}. This record does not assert independent reproduction.

### Tango

TB: 26. Result ID: 698b95bc7a967eddb76fcc17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c2c.md>)

[Implementation](<https://github.com/declare-lab/tango>)

Recorded evaluation configuration: {"training\_datasets":"MusicBench","pre-trained":true}. This record does not assert independent reproduction.

### Mustango

TB: 25.5. Result ID: 698b95bc7a967eddb76fcc18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Implementation](<https://github.com/amaai-lab/mustango>)

Recorded evaluation configuration: {"training\_datasets":"MusicBench","pre-trained":false}. This record does not assert independent reproduction.

### Tango

TB: 24.75. Result ID: 698b95bc7a967eddb76fcc16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c2c.md>)

[Implementation](<https://github.com/declare-lab/tango>)

Recorded evaluation configuration: {"training\_datasets":"MusicBench","pre-trained":false}. This record does not assert independent reproduction.

### AudioLDM2

TB: 21.25. Result ID: 698b95bc7a967eddb76fcc13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73261e209131cea5ab21.md>)

[Implementation](<https://audioldm.github.io/audioldm2>)

Recorded evaluation configuration: {"training\_datasets":"-","pre-trained":false}. This record does not assert independent reproduction.

### Mustango

TB: 21.25. Result ID: 698b95bc7a967eddb76fcc19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa805b1e209131cea9cc5d.md>)

[Implementation](<https://github.com/amaai-lab/mustango>)

Recorded evaluation configuration: {"training\_datasets":"MusicBench","pre-trained":true}. This record does not assert independent reproduction.

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