# Symbolic Regression on Vinnie (test)

Source: [Symbolic Regression on Vinnie (test)](<https://www.sota2.com/research/sota/symbolic-regression-on-vinnie-test>)

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

Data updated: 2026-05-01T08:05:18.661Z

Evaluation of Symbolic Regression performance on the test split of the Vinnie dataset, measured using Median 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 | Symbolic Regression |
| Dataset (including any stated split) | Vinnie (test) |
| Metric | Median RMSE |
| Unit | SCALAR |
| 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

- [Median RMSE](<https://www.sota2.com/research/sota/symbolic-regression-on-vinnie-test.md?metric=Median%20RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Median RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| DSR | 0.4862 | Not recorded | 691566240052cac1dc65d986 |
| SLIM | 0.5121 | Not recorded | 691566240052cac1dc65d986 |
| TSGP1 | 0.5127 | Not recorded | 691566240052cac1dc65d986 |
| stdGP | 0.5154 | Not recorded | 691566240052cac1dc65d986 |
| DAE | 0.5235 | Not recorded | 691566240052cac1dc65d986 |

### DSR

Median RMSE: 0.4862. Result ID: 69f45eb347f34ce924da28c8.

[Reporting paper](<https://www.sota2.com/research/paper/691566240052cac1dc65d986.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cf81e209131cea36f42.md>)

Recorded evaluation configuration: {"Batch size":"100","Iterations":"100"}. This record does not assert independent reproduction.

### SLIM

Median RMSE: 0.5121. Result ID: 69f45eb347f34ce924da28c7.

[Reporting paper](<https://www.sota2.com/research/paper/691566240052cac1dc65d986.md>)

Recorded evaluation configuration: {"Generations":"100"}. This record does not assert independent reproduction.

### TSGP1

Median RMSE: 0.5127. Result ID: 69f45eb347f34ce924da28c5.

[Reporting paper](<https://www.sota2.com/research/paper/691566240052cac1dc65d986.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691566240052cac1dc65d986.md>)

Recorded evaluation configuration: {"Target Semantic Distance (SDt)":"1","Generations":"100"}. This record does not assert independent reproduction.

### stdGP

Median RMSE: 0.5154. Result ID: 69f45eb347f34ce924da28c6.

[Reporting paper](<https://www.sota2.com/research/paper/691566240052cac1dc65d986.md>)

Recorded evaluation configuration: {"Generations":"100"}. This record does not assert independent reproduction.

### DAE

Median RMSE: 0.5235. Result ID: 69f45eb347f34ce924da28c9.

[Reporting paper](<https://www.sota2.com/research/paper/691566240052cac1dc65d986.md>)

Recorded evaluation configuration: {"Learning rate":"0.001","Optimizer":"Adam"}. This record does not assert independent reproduction.

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