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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 37 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Double Decoupling

95.82C-AURPC

2

Feb 26, 2026

PneumoniaMNIST (Range 0-100)

0.9MSE

2

Feb 26, 2026

Covertype 100k (CO)

38.29Running Time (0ms Latency)

2

Feb 26, 2026

Credit Default (CR)

13.44Latency (0ms)

2

Feb 26, 2026

Breast Cancer (BR)

9.28Running Time (0ms Latency)

2

Feb 26, 2026

rel-stackex engage (test)

PyG-HeteroSAGE+PyTorch Frame-ResNet

0.854ROC AUC

2

Feb 26, 2026

70.642AUC

2

Feb 26, 2026

Portraits train Split 2 (test 4)

76.7Accuracy

2

Feb 26, 2026

1.01Speedup

1

Jun 26, 2026

1.77Speedup

1

Jun 26, 2026

1.42Speedup

1

Jun 26, 2026

1.3Speedup

1

Jun 26, 2026

Digits 3 vs 5 50 stratified train-test splits scikit-learn

Logistic Regression (SEF)

0.6Error Rate

1

Jun 23, 2026

Breast cancer 50 stratified train-test splits scikit-learn

Logistic Regression (SEF)

2.5Error Rate

1

Jun 23, 2026

Wine class 1 vs class 2 scikit-learn (50 stratified train-test splits)

Logistic Regression (SEF)

2.9Error Rate

1

Jun 23, 2026

Iris versicolor vs virginica scikit-learn (50 stratified train-test splits)

Logistic Regression (SEF)

4.9Error Rate

1

Jun 23, 2026

Breast Ultrasound Dataset (test)

96.33Accuracy

1

May 26, 2026

Fluency synthetic healthy controls (5-fold cross-validation)

100Accuracy

1

May 26, 2026

Cookie Theft real AD and healthy controls (5-fold cross-validation)

79.2Accuracy

1

May 26, 2026

HCM (Clinical) vs LVH (PhysioNet) ECG Dataset (LOOCV)

Proposed Classification Algorithm

72.41Sensitivity

1

Apr 15, 2026

Adult Census (test)

92.97Performance (Seed)

1

Mar 31, 2026

Clinical Triage Actionable vs. Non-Actionable

403Accuracy

1

Mar 11, 2026

AI vs. Human-Generated Images Dataset 35% (test)

diffusion snap-back

99AUROC

1

Mar 10, 2026

AI vs. Human-Generated Images Dataset Clean Subset 5-fold CV

diffusion snap-back

82.4AUROC

1

Mar 10, 2026

AI vs. Human-Generated Images Full Dataset (5-fold CV)

diffusion snap-back

99.3AUROC

1

Mar 10, 2026

Page 37 of 38

Popular datasets

MNIST CIFAR Adult blood iNAT

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