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Regression research benchmarks – Page 12 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

concrete (test)

0.109MSE

15

Jun 18, 2026

Synthetic MCAR, NN signal

0.144Average Computational Time (s)

14

Jul 7, 2026

Hospital case cost dataset (test)

0.755Coefficient of Determination (R2)

14

Jun 5, 2026

0.69R^2

14

May 13, 2026

TabReD Regression

0.229Sberbank Housing Score

14

May 13, 2026

4.4Rank

14

Apr 20, 2026

4.4Rank

14

Apr 20, 2026

4.4Rank

14

Apr 20, 2026

Multimodal synthetic regression

0.001MSE

14

Apr 10, 2026

Unimodal synthetic regression

0.002MSE

14

Apr 10, 2026

Power Consumption (test)

0.79R2 Score

14

Mar 30, 2026

Superconductors (test)

0.8R2 Score

14

Mar 30, 2026

CPU Run Time (test)

0.96R2 Score

14

Mar 30, 2026

Bike Sharing 5-fold CV

39.35RMSE

14

Feb 26, 2026

Simulation Case 1

0.68RMSE

14

May 19, 2026

Carbon dioxide absorption tower simulation Case IV

0.005MAE

14

Feb 26, 2026

Soft Sensing of Industrial Gas Turbines Case III

0.015MAE

14

Feb 26, 2026

Soft Sensing of Wastewater Treatment Plants Case II (test)

0.022MAE

14

Feb 26, 2026

Soft Sensing of Surface Water Case I (test)

0.021MAE

14

Feb 26, 2026

STS-B-DIR Few-shot

0.781MSE

14

Feb 26, 2026

STS-B-DIR Medium-shot

0.899MSE

14

Feb 26, 2026

STS-B-DIR Many-shot

0.795MSE

14

Feb 26, 2026

STS-B DIR (All)

0.892MSE

14

Feb 26, 2026

0.07RMSE

14

Jul 9, 2026

Synthetic Mixture INT

0.49Log-Likelihood

14

Feb 26, 2026

Page 12 of 87

Popular datasets

Concrete Data Energy Boston Yacht

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