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Symbolic Regression research benchmarks – Page 3 · SOTA2 Research

Symbolic Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SRBench Feynman

0.995R^2 Score

16

May 14, 2026

Warfarin PK (Warf) (test)

0.497MSE

15

May 29, 2026

COVID-19 (C-19) (test)

0MSE

15

May 29, 2026

Lung Cancer with Chemo (LC-C) (test)

0.001MSE

15

May 29, 2026

Lung Cancer (LC) (test)

0MSE

15

May 29, 2026

99.93R^2

15

May 14, 2026

99.62R^2

15

May 14, 2026

1R^2

15

May 14, 2026

0.999R^2

15

May 14, 2026

1R^2

15

May 14, 2026

99.99R^2

15

May 14, 2026

Feynman Symbolic Regression Database Problem II.24.17

0Mean MSE

15

Mar 31, 2026

Feynman Symbolic Regression Database Problem I.6.2a

0Mean MSE

15

Mar 31, 2026

Feynman Symbolic Regression Database

1Score (I.6.2a)

15

Mar 31, 2026

Feynman Problem III.21.20

1R2 Score (mean)

15

Mar 31, 2026

Feynman Problem III.19.51

1Mean R2

15

Mar 31, 2026

Feynman Problem III.17.37

1Mean R2

15

Mar 31, 2026

Feynman Problem III.15.27

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem III.15.14

1Mean R2

15

Mar 31, 2026

Feynman Problem III.15.12

100Mean R2 Score

15

Mar 31, 2026

Feynman Problem III.13.18

100Mean R2 Score

15

Mar 31, 2026

Feynman Problem III.12.43

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem III.10.19

1R2 (mean)

15

Mar 31, 2026

Feynman Problem III.9.52

0.999Mean R2 Score

15

Mar 31, 2026

Feynman Problem III.7.38

1Mean R2 Score

15

Mar 31, 2026

Page 3 of 14

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Feynman Feynman Problem LLM-SRBENCH Nguyen Expression

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