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Papers Benchmarks Datasets Tasks

Regression research benchmarks – Page 18 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.079NCIW

12

Mar 4, 2026

Friedman Correlated (test)

1.049RMSE

12

Feb 26, 2026

Friedman Uncorrelated (test)

1.106RMSE

12

Feb 26, 2026

Abalone UCI (test)

1.949RMSE

12

Feb 26, 2026

2.386RMSE

12

Apr 1, 2026

Synthetic multi-task dataset

0.278RMSE

12

Feb 26, 2026

RMB-CLE-via-LGBM

0.218MAE

12

Feb 26, 2026

12.31Mean MSE

12

Feb 26, 2026

9.66Mean MSE

12

Feb 26, 2026

4.36Mean MSE

12

Feb 26, 2026

96.4Coverage

12

Feb 26, 2026

98Coverage

12

Feb 26, 2026

97.1Coverage

12

Feb 26, 2026

97.9Coverage

12

Feb 26, 2026

97.2Coverage

12

Feb 26, 2026

California Housing (train)

0.181RMSE

12

Feb 26, 2026

2.589NLL

12

May 29, 2026

Boston Housing Price (BHP) (k-fold cross-validation)

0.001TMSE (20% trim)

12

Feb 26, 2026

Concrete Compressive Strength (CCS) (k-fold cross-validation)

10.947TMSE (20% trim)

12

Feb 26, 2026

Airfoil Self-Noise (ASN) (k-fold cross-val)

0.001TMSE (20% trim, 100x)

12

Feb 26, 2026

-8MSE Change (%)

12

Jun 30, 2026

Human-LLM Collaborative Feature Engineering Framework

0.217NRMSE

12

Feb 26, 2026

Human-LLM Collaborative Feature Engineering Framework

1.398NRMSE

12

Feb 26, 2026

diamonds x10^5 scaling (test)

2.6Test MSE

12

Feb 26, 2026

UCI-DIR Abalone (test)

4.158MAE (All)

12

Feb 26, 2026

Page 18 of 87

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