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Regression research benchmarks – Page 38 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Life Expectancy

22.11MSE (Mean)

8

Feb 26, 2026

protein CV (test)

0.71R2

8

Feb 26, 2026

kin8nm CV (test)

0.92R2 Score

8

Feb 26, 2026

energy CV (test)

0.93R2

8

Feb 26, 2026

california-housing CV (test)

0.77R2 Score

8

Feb 26, 2026

bike-sharing CV (test)

0.85R2

8

Feb 26, 2026

UCI Kin8nm OOD rescaled factor 2, non-normalized

0.25RMSE

8

Feb 26, 2026

UCI Yacht OOD rescaled factor 2, non-normalized

11.76RMSE

8

Feb 26, 2026

UCI Naval OOD rescaled factor 2 non-normalized

0.02RMSE

8

Feb 26, 2026

UCI Wine OOD rescaled factor 2 non-normalized

1.16RMSE

8

Feb 26, 2026

UCI Energy OOD rescaled factor 2 non-normalized

9.62RMSE

8

Feb 26, 2026

UCI Concrete OOD rescaled factor 2, non-normalized

17.17RMSE

8

Feb 26, 2026

3.74RMSE

8

Feb 26, 2026

Kin8nm OOD rescaled by 0.1 non-normalized UCI (test)

0.26RMSE

8

Feb 26, 2026

Yacht OOD rescaled by 0.1 non-normalized UCI (test)

14.34RMSE

8

Feb 26, 2026

Naval OOD rescaled by 0.1 non-normalized training data UCI (test)

0.02RMSE

8

Feb 26, 2026

Wine OOD rescaled by 0.1 non-normalized UCI (test)

1.03RMSE

8

Feb 26, 2026

Energy OOD rescaled by 0.1 non-normalized UCI (test)

9.5RMSE

8

Feb 26, 2026

Concrete OOD rescaled by 0.1 non-normalized UCI (test)

17.39RMSE

8

Feb 26, 2026

1Relative Percentage Error

8

Feb 26, 2026

3Relative Percentage Error

8

Feb 26, 2026

0Relative Percentage Error

8

Feb 26, 2026

0.13Relative Percentage

8

Feb 26, 2026

1Relative Percentage Error

8

Feb 26, 2026

0Relative Percentage Error

8

Feb 26, 2026

Page 38 of 87

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