# Tabular Probabilistic Regression on Protein

Source: [Tabular Probabilistic Regression on Protein](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-protein>)

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

Data updated: 2026-07-07T10:22:06.265Z

Evaluation of probabilistic regression models on the Protein dataset, measured using RMSE, Energy score, and Pinball loss.

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 Probabilistic Regression |
| Dataset (including any stated split) | Protein |
| Metric | RMSE |
| 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

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

- [Energy Score](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-protein.md?metric=Energy%20Score>): Lower is better; unit: SCALAR.

- [Pinball Loss](<https://www.sota2.com/research/sota/tabular-probabilistic-regression-on-protein.md?metric=Pinball%20Loss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| MoEMA | 4.393 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| BestSingle | 4.476 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| StaticMA | 4.476 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| MoEMA | 4.476 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| SimpleAvg | 4.513 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| StaticMA | 4.914 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| SimpleAvg | 4.98 | Not recorded | 6a4c882e85dba69fef8b2b7d |
| BestSingle | 5.17 | Not recorded | 6a4c882e85dba69fef8b2b7d |

### MoEMA

RMSE: 4.393. Result ID: 6a4cd33a60b88bb339ca7836.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

### BestSingle

RMSE: 4.476. Result ID: 6a4cd33a60b88bb339ca782f.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### StaticMA

RMSE: 4.476. Result ID: 6a4cd33a60b88bb339ca7831.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### MoEMA

RMSE: 4.476. Result ID: 6a4cd33a60b88bb339ca7832.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### SimpleAvg

RMSE: 4.513. Result ID: 6a4cd33a60b88bb339ca7830.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"Different generator families, common full split"}. This record does not assert independent reproduction.

### StaticMA

RMSE: 4.914. Result ID: 6a4cd33a60b88bb339ca7835.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

### SimpleAvg

RMSE: 4.98. Result ID: 6a4cd33a60b88bb339ca7834.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

### BestSingle

RMSE: 5.17. Result ID: 6a4cd33a60b88bb339ca7833.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c882e85dba69fef8b2b7d.md>)

Recorded evaluation configuration: {"Generator Pool Setup":"TabResFlow generators, different training supports"}. This record does not assert independent reproduction.

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