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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 36 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.7AUC

2

Feb 26, 2026

93.7AUC

2

Feb 26, 2026

Internet-Advertisements

0.976AUC

2

Feb 26, 2026

blood-transfusion-service-center

0.773AUC

2

Feb 26, 2026

0.832AUC

2

Feb 26, 2026

0.95AUC

2

Feb 26, 2026

climate-model-simulation-crashes

0.964AUC

2

Feb 26, 2026

banknote-authentication

1AUC

2

Feb 26, 2026

78AUC

2

Feb 26, 2026

PhishingWebsites

0.996AUC

2

Feb 26, 2026

0.92AUC

2

Feb 26, 2026

0.821AUC

2

Feb 26, 2026

91.6AUC

2

Feb 26, 2026

NFS 1.5K sharp and 1.5K blur images

80.33Accuracy

2

Feb 26, 2026

GoPro 16 (test)

0.897Accuracy

2

Feb 26, 2026

Large-scale Pediatric Wrist Pathology (Fracture vs. No Fracture) (test)

60.4Accuracy

2

Feb 26, 2026

Long COVID Symptoms SOB (val)

79F1 Score

2

Feb 26, 2026

Long COVID Symptoms Chest pain (val)

72F1 Score

2

Feb 26, 2026

Long COVID Symptoms Brain fog (val)

0.25F1 Score

2

Feb 26, 2026

Renal Ultrasound independent holdout (test)

0.93AUC

2

Feb 26, 2026

NIH 10-fold cross-validation local model

94Mean F1

2

Feb 26, 2026

Reference Implementation

98.3Accuracy

2

Feb 26, 2026

Reference Implementation

86.2Accuracy

2

Feb 26, 2026

Reference Implementation

93.7Accuracy

2

Feb 26, 2026

DomainNet sketch

TRACE Gate Score

0.944Rank Correlation (ρ)

2

Feb 26, 2026

Page 36 of 38

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