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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 32 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Liver (UCI) (10-fold cross-validation)

Regularized Stein Thinning

0.7AUC

4

Feb 26, 2026

Parkinson's Disease

95.5Coverage

4

Feb 26, 2026

Wisconsin Breast Cancer sklearn (test)

99Coverage

4

Feb 26, 2026

Holdout Set 50% Growth Target 1.0 (test)

89.8AUC

3

Jun 2, 2026

Holdout Set 50% Growth Target 1.0 (CV)

0.869AUC

3

Jun 2, 2026

Holdout Set 30% Growth Target 1.0 (test)

87.7AUC

3

Jun 2, 2026

Holdout Set 30% Growth Target 1.0 (CV)

87.2AUC

3

Jun 2, 2026

Holdout Set 10% Growth Target 1.0 (test)

86.2AUC

3

Jun 2, 2026

Holdout Set 10% Growth Target 1.0 (CV)

0.855AUC

3

Jun 2, 2026

Drug Consumption (test)

81.51F1-score

3

May 29, 2026

Target Tasks Text Perturbations

Input-dependent debiasing

26.9P_Damage

3

May 29, 2026

Target Tasks Format Perturbations

Input-dependent debiasing

26.2p_damage

3

May 29, 2026

Egocentric dietary behavior receptivity dataset merged binary responses pilot study (test)

CLIP+Transformer framework

85.7Q1 Accuracy

3

May 28, 2026

85Accuracy

3

Apr 30, 2026

Rain in Australia

89Accuracy

3

Apr 30, 2026

76.3Precision

3

Apr 23, 2026

OpenETD Synthetic

99.3Precision

3

Apr 23, 2026

99.49Accuracy (Fridge)

3

Apr 14, 2026

99.6Accuracy

3

Apr 6, 2026

Mine-JEPA (ViT-S)

93.5F1 Score (2-class)

3

Apr 2, 2026

Raisin OOD (test)

50.2Accuracy

3

Mar 23, 2026

General Hospital of Thessaloniki EEG dataset 88 subjects

93.5Accuracy

3

Mar 16, 2026

99.9Test Accuracy

3

Mar 13, 2026

39R500

3

Mar 11, 2026

22R500 Score

3

Mar 11, 2026

Page 32 of 38

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