# Tabular Regression on Wine (RMSE)

Source: [Tabular Regression on Wine (RMSE)](<https://www.sota2.com/research/sota/tabular-regression-on-wine-rmse>)

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

Data updated: 2026-05-13T08:54:00.717Z

Evaluation of Tabular Regression models on the Wine dataset, reporting Root Mean Squared Error (RMSE).

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 | Tabular Regression |
| Dataset (including any stated split) | Wine |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/tabular-regression-on-wine-rmse.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| DNN | 0.693 | Not recorded | 6a0405bfdbc836b87d827742 |
| DNN + HTAF | 0.73 | Not recorded | 6a0405bfdbc836b87d827742 |
| DNN + SS | 0.745 | Not recorded | 6a0405bfdbc836b87d827742 |
| DHN + STE | 0.794 | Not recorded | 6a0405bfdbc836b87d827742 |

### DNN

RMSE: 0.693. Result ID: 6a043abd47f34ce924ea311a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

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

### DNN + HTAF

RMSE: 0.73. Result ID: 6a043abd47f34ce924ea311b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"Activation":"HTAF"}. This record does not assert independent reproduction.

### DNN + SS

RMSE: 0.745. Result ID: 6a043abd47f34ce924ea311c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

Recorded evaluation configuration: {"Activation":"SS"}. This record does not assert independent reproduction.

### DHN + STE

RMSE: 0.794. Result ID: 6a043abd47f34ce924ea311d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bfdbc836b87d827742.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61101e209131ce9f275a.md>)

Recorded evaluation configuration: {"Training":"STE"}. This record does not assert independent reproduction.

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