# Lyric-to-Melody generation on GTSinger (test)

Source: [Lyric-to-Melody generation on GTSinger (test)](<https://www.sota2.com/research/sota/lyric-to-melody-generation-on-gtsinger-test>)

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

Data updated: 2026-04-21T13:36:38.443Z

Evaluation of models performing Lyric-to-Melody generation on the test split of the GTSinger dataset, assessed using metrics such as Mean Opinion Score (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 | Lyric-to-Melody generation |
| Dataset (including any stated split) | GTSinger (test) |
| Metric | MOS |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

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

- [PD (%)](<https://www.sota2.com/research/sota/lyric-to-melody-generation-on-gtsinger-test.md?metric=PD%20(%25)>): Lower is better; unit: PERCENT.

- [DD (%)](<https://www.sota2.com/research/sota/lyric-to-melody-generation-on-gtsinger-test.md?metric=DD%20(%25)>): Lower is better; unit: PERCENT.

- [MD](<https://www.sota2.com/research/sota/lyric-to-melody-generation-on-gtsinger-test.md?metric=MD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MOS | Result date | Report paper |
| --- | --- | --- | --- |
| GT | 3.5 | Not recorded | 69e7052e7d0172140ec7f366 |
| Lyric2Melody | 3.42 | Not recorded | 69e7052e7d0172140ec7f366 |
| TeleMelody(RelyMe) | 3.26 | Not recorded | 69e7052e7d0172140ec7f366 |
| Step-Audio-TTS | 3.19 | Not recorded | 69e7052e7d0172140ec7f366 |
| SongMASS | 3.18 | Not recorded | 69e7052e7d0172140ec7f366 |
| TeleMelody | 3.09 | Not recorded | 69e7052e7d0172140ec7f366 |
| SongComposer | 2.92 | Not recorded | 69e7052e7d0172140ec7f366 |

### GT

MOS: 3.5. Result ID: 69e77d2647f34ce924cf7275.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

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

### Lyric2Melody

MOS: 3.42. Result ID: 69e77d2647f34ce924cf727b.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

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

### TeleMelody(RelyMe)

MOS: 3.26. Result ID: 69e77d2647f34ce924cf7278.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d001e209131cea37366.md>)

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

### Step-Audio-TTS

MOS: 3.19. Result ID: 69e77d2647f34ce924cf727a.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795a1e209131cea7d396.md>)

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

### SongMASS

MOS: 3.18. Result ID: 69e77d2647f34ce924cf7276.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68dc1e209131cea1ebfa.md>)

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

### TeleMelody

MOS: 3.09. Result ID: 69e77d2647f34ce924cf7277.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de91e209131cea3cdf4.md>)

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

### SongComposer

MOS: 2.92. Result ID: 69e77d2647f34ce924cf7279.

[Reporting paper](<https://www.sota2.com/research/paper/69e7052e7d0172140ec7f366.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79041e209131cea7bb88.md>)

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

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