# Classification on irish

Source: [Classification on irish](<https://www.sota2.com/research/sota/classification-on-irish>)

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

Data updated: 2026-04-13T09:00:03.206Z

Evaluation of Classification performance on the irish dataset, reporting Improvement in Balanced Accuracy.

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 | Classification |
| Dataset (including any stated split) | irish |
| Metric | Improvement in Balanced Acc |
| Unit | SCALAR |
| Direction | Higher 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

- [Improvement in Balanced Acc](<https://www.sota2.com/research/sota/classification-on-irish.md?metric=Improvement%20in%20Balanced%20Acc>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Improvement in Balanced Acc | Result date | Report paper |
| --- | --- | --- | --- |
| SMOTE | 0 | Not recorded | 69dc78677d0172140ec78962 |
| SVMSMOTE | -0.017 | Not recorded | 69dc78677d0172140ec78962 |
| RAE | -0.027 | Not recorded | 69dc78677d0172140ec78962 |
| TVAE | -0.061 | Not recorded | 69dc78677d0172140ec78962 |
| WC | -0.088 | Not recorded | 69dc78677d0172140ec78962 |
| GC | -0.103 | Not recorded | 69dc78677d0172140ec78962 |
| CTGAN | -0.238 | Not recorded | 69dc78677d0172140ec78962 |
| W | -0.298 | Not recorded | 69dc78677d0172140ec78962 |

### SMOTE

Improvement in Balanced Acc: 0. Result ID: 69dcb03f47f34ce924c3c918.

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

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

Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### SVMSMOTE

Improvement in Balanced Acc: -0.017. Result ID: 69dcb03f47f34ce924c3c919.

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

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

Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### RAE

Improvement in Balanced Acc: -0.027. Result ID: 69dcb03f47f34ce924c3c915.

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

Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### TVAE

Improvement in Balanced Acc: -0.061. Result ID: 69dcb03f47f34ce924c3c91b.

[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: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### WC

Improvement in Balanced Acc: -0.088. Result ID: 69dcb03f47f34ce924c3c917.

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

Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### GC

Improvement in Balanced Acc: -0.103. Result ID: 69dcb03f47f34ce924c3c91a.

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

Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### CTGAN

Improvement in Balanced Acc: -0.238. Result ID: 69dcb03f47f34ce924c3c91c.

[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: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

### W

Improvement in Balanced Acc: -0.298. Result ID: 69dcb03f47f34ce924c3c916.

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

Recorded evaluation configuration: {"Classifier":"MLP","Dimensionality Reduction":"PCA"}. This record does not assert independent reproduction.

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