Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Symbolic Regression research benchmarks – Page 10 · SOTA2 Research

Symbolic Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Analcatdata Neavote (test)

0.236Median RMSE

5

May 1, 2026

Analcatdata Apnea2 (test)

0.679Median RMSE

5

May 1, 2026

Analcatdata Apnea1 (test)

0.818Median RMSE

5

May 1, 2026

HHM in-distribution (test)

0WMAPE

5

May 1, 2026

ECBG in-distribution (test)

0.074WMAPE

5

May 1, 2026

NOMC in-distribution (test)

6.09WMAPE

5

May 1, 2026

SFL in-distribution (test)

4.32WMAPE

5

May 1, 2026

BDC in-distribution (test)

0.92WMAPE

5

May 1, 2026

FHST in-distribution (test)

0WMAPE

5

May 1, 2026

MSB in-distribution (test)

2.81WMAPE

5

May 1, 2026

NDO in-distribution (test)

0WMAPE

5

May 1, 2026

Chi2PDF in-distribution (test)

0WMAPE

5

May 1, 2026

Crack initiation prediction dataset (train test)

0.636R^2

5

Mar 30, 2026

Feynman–synthetic Hard tier (test)

2.378R^2

5

Mar 25, 2026

Feynman–synthetic Medium tier (test)

0.996R^2

5

Mar 25, 2026

Feynman–synthetic Easy tier (test)

0.998R^2

5

Mar 25, 2026

Feynman real-world (Hard)

3.69R^2

5

Mar 25, 2026

Feynman-real-world Medium

0.999R^2

5

Mar 25, 2026

Feynman real-world Easy

0.95R^2 Score

5

Mar 25, 2026

Kepler benchmark

Vanilla SINDy (wide)

10R^-2 Rate

5

Mar 19, 2026

Synthetic Data Hybrid Mode

0.042Mean MSE (d=10)

5

Feb 27, 2026

Synthetic Data Interact Mode

0.051Mean MSE (d=10)

5

Feb 27, 2026

Synthetic Data Pure Mode

0.054Mean MSE (d=10)

5

Feb 27, 2026

0.01NRMSE

5

Feb 26, 2026

0.01NRMSE

5

Feb 26, 2026

Page 10 of 14

Popular datasets

Feynman Feynman Problem LLM-SRBENCH Nguyen Expression

Follow for updates

Join SOTA2 Contact