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Tabular Classification research benchmarks – Page 13 · SOTA2 Research

Tabular Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

dresses-sales (test)

61.2Macro F1

4

Mar 13, 2026

95.31Accuracy

4

Feb 26, 2026

QSAR Biodegradation

0.894Accuracy

4

Feb 26, 2026

81.44Accuracy

4

Feb 26, 2026

fourier UCI (test)

78.2Balanced Accuracy

4

Feb 26, 2026

0.823AUROC

4

Feb 26, 2026

85.7AUROC

4

Feb 26, 2026

88AUROC

4

Feb 26, 2026

0.91AUROC

4

Feb 26, 2026

66AUROC

4

Feb 26, 2026

96.7AUROC

4

Feb 26, 2026

0.804AUROC

4

Feb 26, 2026

wholesale-customers 1511 (test)

Summary Boosting

33Test Error

4

Feb 26, 2026

analcatdata-chlamydia 535 (test)

17Test Error Rate

4

Feb 26, 2026

visualizing-environmental 678 (test)

Summary Boosting

26.8Test Error

4

Feb 26, 2026

breast-cancer 13 (test)

Summary Boosting

28.8Test Error

4

Feb 26, 2026

glass 41 (test)

Summary Boosting

37Test Error

4

Feb 26, 2026

GLI-85 (5x5 CV)

93.33ROC-AUC

3

Jun 5, 2026

SMK CAN 187 (5x5 CV)

80.55ROC-AUC

3

Jun 5, 2026

Arcene (ARC) (5x5 CV)

95.77ROC-AUC

3

Jun 5, 2026

Prostate-GE (PRS) (5x5 CV)

94.27ROC-AUC

3

Jun 5, 2026

TOX-171 (5x5 CV)

99.93ROC-AUC

3

Jun 5, 2026

ALLAML (AML) (5x5 CV)

99.36ROC-AUC

3

Jun 5, 2026

Colon (COL) (5x5 CV)

91.4ROC AUC

3

Jun 5, 2026

Panel B tabular held-out TabArena

TabICL-pipeline

96.6Win-or-tie Rate

3

Jun 2, 2026

Page 13 of 15

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Tabular Datasets FOREX Adult Diabetes Glass

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