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Regression research benchmarks – Page 67 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

WineQuality-Red

0.438MSE

5

Feb 26, 2026

0.43Mean MSE

5

Feb 26, 2026

78.665Mean MSE

5

Feb 26, 2026

0.084MAE

5

Feb 26, 2026

0.062RMSLE

5

Feb 26, 2026

11 real-world regression datasets (test)

1.16Length

5

Feb 26, 2026

11 real-world regression datasets average over 100 random splits (test)

Split Conformal

2.16Length

5

Feb 26, 2026

Wave (UCI) (test)

7.146Expected Log-Likelihood

5

Feb 26, 2026

53.62Spearman Corr

5

Feb 26, 2026

88.94Spearman Corr (%)

5

Feb 26, 2026

CH with second-order extra features

-0.422Negative RMSE

5

Feb 26, 2026

GEBCO bathymetry dataset (test)

-0.53NLPD

5

Feb 26, 2026

Synthetic dataset (test)

-3.57NLPD

5

Feb 26, 2026

Synthetic regression dataset Scenario 2 (test)

2.218Mean Error

5

Feb 26, 2026

Microsoft LETOR 4.0 (test)

Overfit MLP on test

0.741MSE

5

Feb 26, 2026

UCI Solar d=10 (test)

0.748RMSE

5

Feb 26, 2026

UCI Protein d=9 (test)

0.582RMSE

5

Feb 26, 2026

UCI Pendulum d=9 (test)

1.948RMSE

5

Feb 26, 2026

UCI Fertility d=9 (test)

0.182RMSE

5

Feb 26, 2026

UCI Kin40k d=8 (test)

0.168RMSE

5

Feb 26, 2026

8.953RMSE

5

Feb 26, 2026

Boston Housing UCI (test)

2.4Negative Log-Likelihood

5

Feb 26, 2026

3.73RMSE

5

Feb 26, 2026

0.02RMSE

5

Feb 26, 2026

4.77RMSE

5

Feb 26, 2026

Page 67 of 87

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