# Symbolic Regression on Vinnie

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

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

Data updated: 2026-05-01T08:05:18.019Z

Evaluation of Symbolic Regression performance on the Vinnie dataset, typically measured by metrics related to program size.

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 |
| Metric | Median Program Size |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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 Program Size](<https://www.sota2.com/research/sota/symbolic-regression-on-vinnie.md?metric=Median%20Program%20Size>): Lower is better; unit: SIZE.

## Recorded results

| Method | Median Program Size | Result date | Report paper |
| --- | --- | --- | --- |
| SLIM\_GSGP | 50 | Not recorded | 691566240052cac1dc65d986 |
| TSGP1 | 78 | Not recorded | 691566240052cac1dc65d986 |
| stdGP | 99 | Not recorded | 691566240052cac1dc65d986 |

### SLIM\_GSGP

Median Program Size: 50. Result ID: 69f45eb347f34ce924da2853.

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

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

### TSGP1

Median Program Size: 78. Result ID: 69f45eb347f34ce924da2851.

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

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

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

### stdGP

Median Program Size: 99. Result ID: 69f45eb347f34ce924da2852.

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

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

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