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Binary Classification research benchmarks – Page 30 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Spambase (test)

91.7Macro F1 Score

4

Mar 13, 2026

Cervical Cancer (test)

52.1Macro F1 Score

4

Mar 13, 2026

Horse Colic (test)

84.2Macro F1

4

Mar 13, 2026

Mushroom (test)

100Macro F1 Score

4

Mar 13, 2026

59.2Macro F1-score

4

Mar 13, 2026

Hepatitis (test)

62.2Macro F1-score

4

Mar 13, 2026

Absenteeism (test)

62.6Macro F1 Score

4

Mar 13, 2026

Congressional Voting (test)

95Macro F1-score

4

Mar 13, 2026

Bank Marketing (test)

64Macro F1 Score

4

Mar 13, 2026

77.1Macro F1

4

Mar 13, 2026

Heart Disease (test)

77.9Macro F1 Score

4

Mar 13, 2026

CUAD 1.0 (test)

25.6Precision

4

Mar 10, 2026

Gait Feature Dataset On State (test)

Betti Curves (BC)

83Accuracy

4

Mar 9, 2026

Gait Feature Dataset Off State (test)

Betti Curves (BC)

76Accuracy

4

Mar 9, 2026

Turing Test (Overall)

interpretable AI judge

96.05Accuracy

4

Mar 4, 2026

Turing Test (Pseudo Human)

interpretable AI judge

93.06Accuracy

4

Mar 4, 2026

Turing Test Human-Machine

interpretable AI judge

97.22Accuracy

4

Mar 4, 2026

Turing Test (Human-Human)

interpretable AI judge

95.07Accuracy

4

Mar 4, 2026

33 tabular datasets Binary

RocketStack-Level10 (Periodic SFE (Rand-λ = 0.05))

88.9Accuracy

4

Mar 4, 2026

Elliptic Bitcoin 1 2 (test)

97.7F1-Score

4

Feb 26, 2026

Clinical EHR CDR 1 vs. 3 (test)

58Precision

4

Feb 26, 2026

Clinical EHR CDR 0.5 vs. 3 (test)

Microsoft Phi-3B

100Precision

4

Feb 26, 2026

Clinical EHR CDR 0.5 vs. 2 (test)

64Precision

4

Feb 26, 2026

Clinical EHR CDR 0.5 vs. 1 (test)

60Precision

4

Feb 26, 2026

Eye - Vitreous Hemorrhage patient-level (15-fold cross-validation)

95.8Accuracy

4

Feb 26, 2026

Page 30 of 38

Popular datasets

MNIST CIFAR Adult blood iNAT

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