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Papers Benchmarks Datasets Tasks

Symbolic Regression research benchmarks – Page 4 · SOTA2 Research

Symbolic Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Feynman Problem III.4.33

1Mean R2

15

Mar 31, 2026

Feynman Problem III.4.32

100Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.38.14

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.38.3

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.37.1

1Mean R2

15

Mar 31, 2026

Feynman Problem II.36.38

0.999Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.35.21

1R2 Score (Mean)

15

Mar 31, 2026

Feynman Problem II.34.29b

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.34.29a

100Mean R2

15

Mar 31, 2026

Feynman Problem II.34.11

1Mean R2

15

Mar 31, 2026

Feynman Problem II.34.2a

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.34.2

1Mean R2 Score

15

Mar 31, 2026

Feynman Problem II.27.18

1R2 Score (mean)

15

Mar 31, 2026

Feynman Problem II.27.16

1Mean R2

15

Mar 31, 2026

Feynman Problem II.24.17

1Mean R2

15

Mar 31, 2026

Feynman Problem II.15.5

1Mean R2

15

Mar 31, 2026

Feynman Problem II.15.4

1Mean R2

15

Mar 31, 2026

Feynman Problem II.13.17

1Mean R2

15

Mar 31, 2026

LLM-SRBench Symbolic

34.4Term Recall

14

May 29, 2026

LLM-SRBench OOD (test)

0.325NMSE

14

May 29, 2026

LLM-SRBench ID (test)

0.4NMSE

14

May 29, 2026

88.28Accuracy @ 0.1

14

May 19, 2026

14.6Acc@0.1

14

May 19, 2026

100Accuracy (0.1)

14

May 19, 2026

100Accuracy (Tol 0.1)

14

May 19, 2026

Page 4 of 14

Popular datasets

Feynman Feynman Problem LLM-SRBENCH Nguyen Expression

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