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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 12 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

96.49AUC

10

Jun 17, 2026

NACC CN versus AD

100AUC

10

Jun 12, 2026

0.999AUC

10

Feb 26, 2026

Baseline + ALIA

52.4Accuracy

10

Feb 26, 2026

58.8Accuracy

10

Feb 26, 2026

UrbanCars (OOD)

52.9Accuracy

10

Feb 26, 2026

78.3Accuracy

10

Feb 26, 2026

77.9Accuracy

10

Feb 26, 2026

UCI Image (test)

Label Smoothing

99.7Accuracy (ei=0)

10

Feb 26, 2026

87.8CPU Score

10

Feb 26, 2026

98.75Accuracy

9

Jun 19, 2026

Prostate Metastasis Prediction LNM Region

78.58Accuracy

9

Jun 11, 2026

Prostate Metastasis Prediction LNM Distant

82.35Accuracy

9

Jun 11, 2026

Prostate Metastasis Prediction LNM Any

80.99Accuracy

9

Jun 11, 2026

MNIST 9vsAll (test)

99Accuracy

9

Jun 11, 2026

MNIST 8vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 7vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 6vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 5vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 4vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 3vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 2vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 1vsAll (test)

100Accuracy

9

Jun 11, 2026

MNIST 0vsAll (test)

100Accuracy

9

Jun 11, 2026

97.82AUC

9

May 28, 2026

Page 12 of 38

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