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Binary Classification research benchmarks – Page 4 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

32.2PR AUC

24

Mar 18, 2026

0.269PR AUC

24

Mar 18, 2026

5.6PR AUC

24

Mar 18, 2026

Melanoma imb. 1:170 (test)

46.6FPR @ 98% TPR

24

Feb 26, 2026

MNIST 0 and 1 (test)

100Certification Rate

24

Feb 26, 2026

79.15Accuracy

23

Feb 26, 2026

80.2Attribute Accuracy

22

May 8, 2026

VALSE zero-shot

66.9Existence

22

May 8, 2026

w/ Intervention

84.21Accuracy

22

Feb 26, 2026

Wisconsin Breast Cancer

99.9AUROC

21

Jul 7, 2026

87.7Accuracy

21

Mar 9, 2026

95Accuracy

21

Mar 9, 2026

72.5Accuracy

21

Mar 9, 2026

91Accuracy

21

Mar 9, 2026

77.5Accuracy

21

Mar 9, 2026

73.6Accuracy

21

Mar 9, 2026

79.9Accuracy

21

Mar 9, 2026

90.4Accuracy

21

Mar 9, 2026

82.3F1-score

21

Mar 9, 2026

87.7F1 Score

21

Mar 9, 2026

75.3F1 Score

21

Mar 9, 2026

75.1F1 Score

21

Mar 9, 2026

85.2F1-score

21

Mar 9, 2026

65.2F1-score

21

Mar 9, 2026

87.8F1-score

21

Mar 9, 2026

Page 4 of 38

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MNIST CIFAR Adult blood iNAT

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