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Regression research benchmarks – Page 73 · SOTA2 Research

Regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Proposed (greedy breakpoint-location algorithm)

0.023MAE

4

Apr 14, 2026

H2 (HYPERVIEW 2 challenge) (test)

0.389Average Predictive Error Score

4

Apr 9, 2026

HYPERVIEW challenge H1 (test)

0.721Average Predictive Error Score

4

Apr 9, 2026

0.214RMSE

4

Mar 30, 2026

YAGO3-10 (test)

0.386RSE (Regression)

4

Mar 18, 2026

FB15k-237 14k entities, 272k triples (test)

0.394Regression RSE

4

Mar 18, 2026

COIL-20 cup images processed (leave-one-out cross-validation)

1,073.4SSE

4

Mar 17, 2026

Kin8nm with outliers

8.86Predictive MSE

4

Mar 11, 2026

Concrete* with outliers

6.4Predictive MSE

4

Mar 11, 2026

0.41PMSE

4

Mar 11, 2026

1.82Predictive MSE

4

Mar 11, 2026

1.44Predictive MSE

4

Mar 11, 2026

Elevator (test)

1.83MSE

4

Mar 11, 2026

EcoAI-Resilience (test)

EcoAI-Resilience

99.6R²

4

Mar 10, 2026

0.363R2

4

Mar 10, 2026

0.991R2 Score

4

Mar 10, 2026

0.654R2

4

Mar 10, 2026

90.42R2

4

Mar 10, 2026

0.549R2 Score

4

Mar 10, 2026

Red Wine Quality l2 noise norm = 0.5

0.403MSE

4

Mar 10, 2026

Red Wine Quality l2 noise norm = 0.2

0.404MSE

4

Mar 10, 2026

Red Wine Quality l2 noise norm = 0.1

0.408MSE

4

Mar 10, 2026

Riboflavin Dropout-BNN scenario

0.308MSPE

4

Mar 4, 2026

Riboflavin PCA-BNN scenario (test)

0.789MSPE

4

Mar 4, 2026

DictionarySquared word unseen regime

Supervised + Handcrafted Features

0.3RMSE

4

Feb 26, 2026

Page 73 of 87

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