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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 20 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Thyroid disease dataset (test)

1AUC

7

Feb 26, 2026

Stroke prediction dataset (test)

Logistic Regression

0.83AUC

7

Feb 26, 2026

Pima Indians diabetes database (PIMA) (test)

Logistic Regression

0.84AUC

7

Mar 10, 2026

Indian liver patient dataset (ILPD) (test)

Logistic Regression

0.76AUC

7

Feb 26, 2026

Heart failure dataset (test)

Random Forest with 100 trees

0.92AUC

7

Feb 26, 2026

Heart disease Cleveland (test)

Logistic Regression

0.91AUC

7

Feb 26, 2026

Diagnostic Wisconsin breast cancer database (test)

Logistic Regression

0.99AUC

7

Feb 26, 2026

0.894Mean AUC

7

Feb 26, 2026

93.008Mean AUC

7

Feb 26, 2026

99.819Mean AUC

7

Feb 26, 2026

97.349Mean AUC

7

Feb 26, 2026

98.382Mean AUC

7

Feb 26, 2026

0.734Mean AUC

7

Feb 26, 2026

SSV-oriented Chipclass

97.877Mean AUC

7

Feb 26, 2026

0.764Mean AUC

7

Feb 26, 2026

0.955Mean AUC

7

Feb 26, 2026

0.642Mean AUC

7

Feb 26, 2026

0.989Mean AUC

7

Feb 26, 2026

100Mean AUC

7

Feb 26, 2026

0.94Mean AUC

7

Feb 26, 2026

SSV-oriented Chipclass

86.824Mean AUC

7

Feb 26, 2026

a18-9 (5-fold cross-val)

92.956Mean AUC

7

Feb 26, 2026

93.51AUC

7

Feb 26, 2026

90.85Accuracy

7

Feb 26, 2026

DGM4 Text Sub-dataset 1.0 (test)

96.38AUC

7

Feb 26, 2026

Page 20 of 38

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