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Binary Classification research benchmarks – Page 24 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kaggle Failure 2022

48.15p-rank

6

Feb 26, 2026

Kaggle Credit Fusion 2011

96.75P-Rank

6

Feb 26, 2026

Kaggle Churn 2024

70.64P-Rank

6

Feb 26, 2026

Kaggle Attrition 2023

61.12P-Rank

6

Feb 26, 2026

AIC unseen domains (test)

91.67Accuracy

6

Feb 26, 2026

Dt In-Domain Text-Image (test)

75.52Accuracy

6

Feb 26, 2026

MMFakeBench text-image (Out-Of-Domain)

79.38Accuracy

6

Feb 26, 2026

92.5Accuracy

6

Feb 26, 2026

94.67ACC

6

Feb 26, 2026

99.05ACC

6

Feb 26, 2026

92.89Accuracy

6

Feb 26, 2026

sMCI vs. pMCI (test)

72.5Accuracy

6

Feb 26, 2026

AD vs. CN (test)

85.6Accuracy

6

Feb 26, 2026

Intent Semantic Toolkit (test)

94.1Ori Score

6

Feb 26, 2026

Mashable News Popularity (test)

0.894Relative Loss

6

Feb 26, 2026

98.6AUROC

6

Feb 26, 2026

ADNI EMCI vs LMCI (15% test)

Multi-Modal Hypergraph Diffusion Network

85.22Accuracy

6

Feb 26, 2026

ADNI AD vs NC (15% test)

Multi-Modal Hypergraph Diffusion Network

92.11Accuracy

6

Feb 26, 2026

Heart Disease Cleveland standard processed (train)

0.831AUC

6

Feb 26, 2026

Traffic Signs Recognition (test)

Zoom-In Network (Res)

92.6Accuracy

6

Feb 26, 2026

Axis & Allies Board Game Dataset 1.0 (test)

Tsetlin Machine

87.7Mean Accuracy

6

Feb 26, 2026

Higgs boson decay dataset

0.83AUC

6

Feb 26, 2026

Drug discovery problem 20 replicates average

76.8AUC

6

Feb 26, 2026

Homecredit default TabReD 1.1M (temporal)

87.37ROC-AUC

5

Jul 7, 2026

Shopping (test)

90.57Accuracy (Mean)

5

Jul 1, 2026

Page 24 of 38

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MNIST CIFAR Adult blood iNAT

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