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Symbolic Regression research benchmarks – Page 11 · SOTA2 Research

Symbolic Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RNA Polymerase Replicate 2

0.008MSE

4

May 29, 2026

RNA Polymerase Replicate 1

0.012MSE

4

May 29, 2026

Expression Interpolation E-10

2.7MSE

4

May 6, 2026

Expression Extrapolation E-9

2.1MSE

4

May 6, 2026

Expression Interpolation E-9

1.3MSE

4

May 6, 2026

Expression E-8 Extrapolation

1.5MSE

4

May 6, 2026

Expression Interpolation E-8

1.3MSE

4

May 6, 2026

Expression E-7 Interpolation

1.3MSE

4

May 6, 2026

Expression E-6 Interpolation

1.3MSE

4

May 6, 2026

Expression E-5 Extrapolation

1.7MSE

4

May 6, 2026

Expression E-5 Interpolation

1.1MSE

4

May 6, 2026

Expression Extrapolation E-4

2.4MSE

4

May 6, 2026

Expression Interpolation E-4

5.7MSE

4

May 6, 2026

Expression Interpolation E-3

1.1MSE

4

May 6, 2026

Expression Interpolation E-2

2.7MSE

4

May 6, 2026

Expression Interpolation E-1

0Mean Squared Error

4

May 6, 2026

NNN in-distribution (test)

0.15WMAPE

4

May 1, 2026

Vladislavleva V8

0.532RMSE

4

Mar 17, 2026

Vladislavleva V7

0.081RMSE

4

Mar 17, 2026

Vladislavleva V6

0.163RMSE

4

Mar 17, 2026

Vladislavleva V5

0RMSE

4

Mar 17, 2026

Vladislavleva V4

0RMSE

4

Mar 17, 2026

Vladislavleva V3

0RMSE

4

Mar 17, 2026

Vladislavleva V2

0RMSE

4

Mar 17, 2026

Vladislavleva V1

0RMSE

4

Mar 17, 2026

Page 11 of 14

Popular datasets

Feynman Feynman Problem LLM-SRBENCH Nguyen Expression

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