# Singing Voice Generation on Singing (test)

Source: [Singing Voice Generation on Singing (test)](<https://www.sota2.com/research/sota/singing-voice-generation-on-singing-test>)

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

Data updated: 2026-06-05T09:11:26.869Z

Evaluation of Singing Voice Generation performance on the test split of the Singing dataset, utilizing objective metrics like PER and SIM, alongside subjective metrics S-MOS and N-MOS.

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 | Singing Voice Generation |
| Dataset (including any stated split) | Singing (test) |
| Metric | PER |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [PER](<https://www.sota2.com/research/sota/singing-voice-generation-on-singing-test.md?metric=PER>): Lower is better; unit: PERCENT.

- [SIM](<https://www.sota2.com/research/sota/singing-voice-generation-on-singing-test.md?metric=SIM>): Higher is better; unit: PERCENT.

- [S-MOS](<https://www.sota2.com/research/sota/singing-voice-generation-on-singing-test.md?metric=S-MOS>): Higher is better; unit: SCALAR.

- [N-MOS](<https://www.sota2.com/research/sota/singing-voice-generation-on-singing-test.md?metric=N-MOS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PER | Result date | Report paper |
| --- | --- | --- | --- |
| UniVoice | 16.22 | Not recorded | 6a2258a286173ad9c1468c00 |
| Soul-X-Singer | 26.22 | Not recorded | 6a2258a286173ad9c1468c00 |
| Vevo1.5 | 45.07 | Not recorded | 6a2258a286173ad9c1468c00 |

### UniVoice

PER: 16.22. Result ID: 6a22921afbc373592c20e0ff.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a286173ad9c1468c00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2258a286173ad9c1468c00.md>)

Recorded evaluation configuration: {"Size":"0.3B","Data":"30k+35k"}. This record does not assert independent reproduction.

### Soul-X-Singer

PER: 26.22. Result ID: 6a22921afbc373592c20e0fe.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a286173ad9c1468c00.md>)

Recorded evaluation configuration: {"Size":"0.7B","Data":"0+42k"}. This record does not assert independent reproduction.

### Vevo1.5

PER: 45.07. Result ID: 6a22921afbc373592c20e0fd.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a286173ad9c1468c00.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aca1e209131cea8519e.md>)

Recorded evaluation configuration: {"Size":"1B","Data":"101k+7k"}. This record does not assert independent reproduction.

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