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Papers Benchmarks Datasets Tasks

Tabular Classification research benchmarks – Page 15 · SOTA2 Research

Tabular Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Cleveland Heart Disease (test)

0.87AUC-ROC

2

Mar 6, 2026

81.8Accuracy (Mean)

2

Feb 26, 2026

99.8Mean Accuracy

2

Feb 26, 2026

energy UCI (test)

29.5Balanced Accuracy

2

Feb 26, 2026

biodeg UCI (test)

82.85Balanced Accuracy

2

Feb 26, 2026

benchmark 16-dataset expanded

Omnibus Friedman test

52.55Friedman Chi-Squared Statistic

1

Jun 5, 2026

ACS-I Race (test)

—

—Primary metric

0

Feb 26, 2026

ACS-I Gender (test)

—

—Primary metric

0

Feb 26, 2026

COMPAS Race (test)

—

—Primary metric

0

Feb 26, 2026

COMPAS Gender (test)

—

—Primary metric

0

Feb 26, 2026

Adult Gender (test)

—

—Primary metric

0

Feb 26, 2026

Page 15 of 15

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Tabular Datasets FOREX Adult Diabetes Glass

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