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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 33 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

29R500 Score

3

Mar 11, 2026

0.58R500

3

Mar 11, 2026

11R500

3

Mar 11, 2026

13R500

3

Mar 11, 2026

0.34R500

3

Mar 11, 2026

Adaptive SV-Borderline SMOTE-SVM

88.6F1 Score

3

Feb 26, 2026

73.7F1 Score

3

Feb 26, 2026

Adaptive SV-Borderline SMOTE-SVM

98.7F1-score

3

Feb 26, 2026

71F1-score

3

Feb 26, 2026

Adaptive SV-Borderline SMOTE-SVM

88.6F1-score

3

Feb 26, 2026

Adaptive SV-Borderline SMOTE-SVM

79F1-score

3

Feb 26, 2026

82.9Weighted F1

3

Feb 26, 2026

83.2Weighted F1

3

Feb 26, 2026

85.4Weighted F1

3

Feb 26, 2026

83.8Weighted F1

3

Feb 26, 2026

OASIS demented patients versus healthy controls

0.75Balanced Accuracy

3

Feb 26, 2026

attack corpus (test)

Text processing + Semantic LSVM

92.38Precision

3

Feb 26, 2026

PneumoniaMNIST (Range 75-100)

0.553MSE

3

Feb 26, 2026

PneumoniaMNIST (Range 50-75)

0.537MSE Loss

3

Feb 26, 2026

PneumoniaMNIST (Range 25-50)

0.719MSE

3

Feb 26, 2026

PneumoniaMNIST (Range 0-25)

0.525MSE

3

Feb 26, 2026

VP+Schwartz Binary (test)

0.8Overall AUC

3

Feb 26, 2026

hate-speech English (test)

92Accuracy

3

Feb 26, 2026

SFL Transformer

99.1Accuracy

3

Feb 26, 2026

CG -> P Constraint & GossipCop to PolitiFact (test)

83.09Accuracy

3

Feb 26, 2026

Page 33 of 38

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