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Papers Benchmarks Datasets Tasks

Tabular Classification research benchmarks – Page 3 · SOTA2 Research

Tabular Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

53 classification datasets (unseen)

75.42Mean Accuracy

18

Mar 10, 2026

0.965Macro F1

18

Feb 26, 2026

80.2Accuracy

16

Feb 26, 2026

82.6Accuracy

16

Feb 26, 2026

75.2Accuracy

16

Feb 26, 2026

89.2Accuracy

16

Feb 26, 2026

69Accuracy

16

Feb 26, 2026

85.4Accuracy

16

Feb 26, 2026

74.9Accuracy

16

Feb 26, 2026

MultiTab Multi-Target synthetic (test)

73.4AUC

15

May 21, 2026

MultiTab Single-Target synthetic (test)

87.7AUC

15

May 21, 2026

10 Tabular Datasets Missing rate > 10% MNAR (cross-method intersection)

81.72AUC

15

Feb 26, 2026

diabetes 37 (test)

23.4Test Error

15

Feb 26, 2026

83Accuracy

14

Jun 8, 2026

74.23Accuracy

14

Jun 8, 2026

97.44Accuracy

14

Jun 8, 2026

90.5Accuracy

14

Jun 11, 2026

57.32Accuracy

14

Feb 26, 2026

84.7Accuracy

14

Feb 26, 2026

Cirrhosis (test)

76.32Accuracy

14

Feb 26, 2026

ACSIncome state VT

77.7Average Accuracy

14

Feb 26, 2026

5 OpenML (train)

76.7Balanced Accuracy

13

Jul 1, 2026

5 tabular datasets mean (test)

76.7Balanced Accuracy

13

Jul 1, 2026

TabBench (test)

71.62Overall Score

13

May 7, 2026

0.975Macro F1 Score

13

Mar 13, 2026

Page 3 of 15

Popular datasets

Tabular Datasets FOREX Adult Diabetes Glass

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