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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 3 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 (test)

90.4Accuracy

27

Feb 26, 2026

Kuzushiji (test)

94.5Accuracy

27

Feb 26, 2026

insurance-co IO (test)

0.822AUROC

27

Feb 26, 2026

blastchar (BL) (test)

0.854AUROC

27

Feb 26, 2026

credit-g (CG) (test)

80.1AUROC

27

Feb 26, 2026

MoleculeNet ClinTox DeepChem (test)

95.6ROC AUC

27

Feb 26, 2026

RelBench 1.0 (test)

72.03Relational Amazon User Churn

26

Apr 15, 2026

ZHOU Average 2016

86.9Accuracy

26

Feb 26, 2026

ZHOU Subject S4 2016

90Accuracy

26

Feb 26, 2026

ZHOU Subject S3 2016

94.33Accuracy

26

Feb 26, 2026

ZHOU2016 Subject S2

82.33Accuracy

26

Feb 26, 2026

ZHOU2016 Subject S1

84.03Accuracy

26

Feb 26, 2026

93.9Accuracy

26

Jun 24, 2026

IBD Cohort Clinical label ground truth

80Accuracy (Random Ordering)

25

Jun 18, 2026

Lycos 2017 (test)

99.26F1 Score

25

May 19, 2026

CICIDS 2017 (test)

96.09F1-Score

25

May 19, 2026

90.66QNLI Accuracy

25

Feb 26, 2026

0.869AUC

25

Feb 26, 2026

Scenario 4 (val)

3,155Delta TCC

24

May 28, 2026

Scenario 3 (val)

253Delta TCC

24

May 28, 2026

Scenario 2 (val)

591Delta TCC

24

May 28, 2026

Scenario 1 (val)

0Delta TCC

24

May 28, 2026

97.97Accuracy

24

Jun 17, 2026

93.81Accuracy

24

Jun 17, 2026

95.17Accuracy

24

Jun 17, 2026

Page 3 of 38

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MNIST CIFAR Adult blood iNAT

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