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

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

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

Data updated: 2026-04-21T13:36:38.472Z

Evaluation of models generating melodies conditioned on English lyrics using the GTSinger test set, assessed using metrics such as Pitch Deviation (PD (%)), Duration Deviation (DD (%)), and Melodic Deviation (MD).

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 English (test) |
| Metric | Pitch Deviation (PD) |
| Unit | PERCENT |
| Direction | Lower 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

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

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

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

## Recorded results

| Method | Pitch Deviation (PD) | Result date | Report paper |
| --- | --- | --- | --- |
| TeleMelody | 30.08 | Not recorded | 69e7052e7d0172140ec7f366 |
| SongMASS | 30.11 | Not recorded | 69e7052e7d0172140ec7f366 |
| TeleMelody(RelyMe) | 31.27 | Not recorded | 69e7052e7d0172140ec7f366 |
| SongComposer | 31.58 | Not recorded | 69e7052e7d0172140ec7f366 |
| Lyric2Melody | 32.37 | Not recorded | 69e7052e7d0172140ec7f366 |

### TeleMelody

Pitch Deviation (PD): 30.08. Result ID: 69e77d2647f34ce924cf727d.

[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.

### SongMASS

Pitch Deviation (PD): 30.11. Result ID: 69e77d2647f34ce924cf727c.

[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(RelyMe)

Pitch Deviation (PD): 31.27. Result ID: 69e77d2647f34ce924cf727e.

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

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

Recorded evaluation configuration: {"Optimization":"RelyMe"}. This record does not assert independent reproduction.

### SongComposer

Pitch Deviation (PD): 31.58. Result ID: 69e77d2647f34ce924cf727f.

[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.

### Lyric2Melody

Pitch Deviation (PD): 32.37. Result ID: 69e77d2647f34ce924cf7280.

[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.

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