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Tabular Classification research benchmarks – Page 12 · SOTA2 Research

Tabular Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

84Accuracy

4

Jun 8, 2026

99Accuracy

4

Jun 8, 2026

98Accuracy

4

Jun 8, 2026

91Accuracy

4

Jun 8, 2026

PATE-TabTransGAN

14.15Mean AUCPR

4

May 27, 2026

67.09Mean AUCPR

4

May 27, 2026

76.53Mean AUCPR

4

May 27, 2026

Letter Recognition (test)

90.63Test Accuracy (η=0.0)

4

Mar 23, 2026

Covertype (test)

77.28Test Accuracy (η=0.0)

4

Mar 23, 2026

97.28Test Accuracy (η=0.0)

4

Mar 23, 2026

19 Tabular Datasets Aggregate

77.6Normalized Mean

4

Mar 13, 2026

numerai 28.6 (test)

51.9Macro F1-score

4

Mar 13, 2026

96.5Macro F1-score

4

Mar 13, 2026

Amazon_employee_access (test)

67.1Macro F1-score

4

Mar 13, 2026

PhishingWebsites (test)

96.9Macro F1

4

Mar 13, 2026

SpeedDating (test)

72.3Macro F1

4

Mar 13, 2026

87.6Macro F1

4

Mar 13, 2026

93Macro F1-score

4

Mar 13, 2026

Bioresponse (test)

80.1Macro F1-score

4

Mar 13, 2026

ozone-level-8hr (test)

72.6Macro F1-score

4

Mar 13, 2026

qsar-biodeg (test)

85.4Macro F1-score

4

Mar 13, 2026

92.7Macro F1-score

4

Mar 13, 2026

65.7Macro F1

4

Mar 13, 2026

cylinder-bands (test)

81.9Macro F1-score

4

Mar 13, 2026

climate-simulation-crashes (test)

85.3Macro F1-score

4

Mar 13, 2026

Page 12 of 15

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Tabular Datasets FOREX Adult Diabetes Glass

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