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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 26 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCI Tabular Datasets Aggregated

0.758MRR

5

Mar 13, 2026

Heart Failure (test)

77.5Macro F1 Score

5

Mar 13, 2026

Loan House (test)

71.4Macro F1 Score

5

Mar 13, 2026

Wisconsin BC (test)

91.3Macro F1-score

5

Mar 13, 2026

Echocardiogram (test)

65.8Macro F1-Score

5

Mar 13, 2026

92.7Macro F1-Score

5

Mar 13, 2026

85.7Macro F1 Score

5

Mar 13, 2026

77.6Macro F1-score

5

Mar 13, 2026

Banknote Auth. (test)

98.7Macro F1 Score

5

Mar 13, 2026

Blood Transfusion (test)

62.8Macro F1-score

5

Mar 13, 2026

51.9F1 Score

5

Mar 10, 2026

74.8F1 Score

5

Mar 10, 2026

NACC MCI vs AD, Group 3 FPR [0.67, 1] (test)

100AUC

5

Feb 26, 2026

NACC MCI vs AD, Group 2 FPR [0.33, 0.67] (test)

0.981AUC

5

Feb 26, 2026

NACC MCI vs AD, Group 1 FPR [0, 0.33] (test)

95.4AUC

5

Feb 26, 2026

NACC MCI vs AD, All FPR [0, 1] (test)

97.1AUC (NI)

5

Feb 26, 2026

Freddie Mac incremental drift 2020

83.6AUC

5

Feb 26, 2026

Freddie Mac 2020 (sudden drift)

0.812AUC

5

Feb 26, 2026

Clinical Data Simplified MEWS deterioration (test)

99AUPRC

5

Feb 26, 2026

Clinical Data CART deterioration (test)

100AUPRC

5

Feb 26, 2026

SVHN standard (test)

METRO Algorithm

97.13F1 Score

5

Feb 26, 2026

CIFAR-100 standard (test)

METRO Algorithm

94.05F1 Score

5

Feb 26, 2026

Road Damage Dataset (test)

94Accuracy

5

Feb 26, 2026

Dt In-Domain Video (test)

98.81Accuracy

5

Feb 26, 2026

Dt In-Domain Image (test)

93.12Accuracy

5

Feb 26, 2026

Page 26 of 38

Popular datasets

MNIST CIFAR Adult blood iNAT

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