# Data Synthesis on irish

Source: [Data Synthesis on irish](<https://www.sota2.com/research/sota/data-synthesis-on-irish>)

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

Data updated: 2026-04-13T08:58:59.940Z

Evaluation of generative model performance on the irish dataset, focusing on data synthesis quality metrics such as MMD.

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 | Data Synthesis |
| Dataset (including any stated split) | irish |
| Metric | MMD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [MMD](<https://www.sota2.com/research/sota/data-synthesis-on-irish.md?metric=MMD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MMD | Result date | Report paper |
| --- | --- | --- | --- |
| SMOTE | 0.048 | Not recorded | 69dc78677d0172140ec78962 |
| DiMSO (RAE) | 0.059 | Not recorded | 69dc78677d0172140ec78962 |
| GC | 0.069 | Not recorded | 69dc78677d0172140ec78962 |
| DiMSO (WC) | 0.073 | Not recorded | 69dc78677d0172140ec78962 |
| DiMSO (W) | 0.08 | Not recorded | 69dc78677d0172140ec78962 |
| TVAE | 0.087 | Not recorded | 69dc78677d0172140ec78962 |
| SVMSMOTE | 0.148 | Not recorded | 69dc78677d0172140ec78962 |
| CTGAN | 0.153 | Not recorded | 69dc78677d0172140ec78962 |

### SMOTE

MMD: 0.048. Result ID: 69dcb03f47f34ce924c3c858.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa60691e209131ce9ef1af.md>)

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

### DiMSO (RAE)

MMD: 0.059. Result ID: 69dcb03f47f34ce924c3c855.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

Recorded evaluation configuration: {"Loss":"RAE"}. This record does not assert independent reproduction.

### GC

MMD: 0.069. Result ID: 69dcb03f47f34ce924c3c85a.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

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

### DiMSO (WC)

MMD: 0.073. Result ID: 69dcb03f47f34ce924c3c857.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

Recorded evaluation configuration: {"Loss":"WC"}. This record does not assert independent reproduction.

### DiMSO (W)

MMD: 0.08. Result ID: 69dcb03f47f34ce924c3c856.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

Recorded evaluation configuration: {"Loss":"W"}. This record does not assert independent reproduction.

### TVAE

MMD: 0.087. Result ID: 69dcb03f47f34ce924c3c85b.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e19.md>)

[Implementation](<https://github.com/DAI-Lab/CTGAN>)

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

### SVMSMOTE

MMD: 0.148. Result ID: 69dcb03f47f34ce924c3c859.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62bb1e209131ce9faeb2.md>)

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

### CTGAN

MMD: 0.153. Result ID: 69dcb03f47f34ce924c3c85c.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e19.md>)

[Implementation](<https://github.com/DAI-Lab/CTGAN>)

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

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