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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 10 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Tadpole MCI vs AD (test)

1AUC

12

Feb 26, 2026

MRI TBI vs. PTE

77Accuracy

11

Jun 16, 2026

84Accuracy (ACC)

11

Jun 16, 2026

76Accuracy

11

Jun 16, 2026

Stage 1 binary (left join)

99.7ROC-AUC

11

Jun 16, 2026

STL-10 binary-pairs (test)

98Recall

11

Jun 5, 2026

Case Study 3 (test)

67.3F1 Score

11

Feb 26, 2026

0.81ROC AUC

11

Feb 26, 2026

0.97ROC AUC

11

Feb 26, 2026

97.9ROC AUC

11

Feb 26, 2026

UCI Banana (test)

Label Smoothing

90.3Accuracy (ei=0)

11

Feb 26, 2026

UCI Twonorm (test)

Label Smoothing

99Accuracy (ei=0)

11

Feb 26, 2026

EBES PhysioNet2012 (test)

0.846ROC AUC

10

Jun 23, 2026

EBES BPI17 (test)

75.9ROC AUC

10

Jun 23, 2026

EBES Taobao (test)

71.5ROC AUC

10

Jun 23, 2026

MovieLens 1M (temporal split)

0.795AUC

10

Jun 15, 2026

Custom multimodal sensor dataset stuckness detection (test)

69.8Accuracy

10

Jun 15, 2026

87.86Accuracy

10

May 19, 2026

Mental Arithmetic 2-Class (test)

87.07AUROC

10

May 1, 2026

Medical Classification Dataset

75.3Accuracy

10

Apr 29, 2026

TALENT Remaining

0.102Shifted Geometric Mean Error

10

Apr 7, 2026

TALENT TabArena

0.149Shifted Geometric Mean Error (SGME)

10

Apr 7, 2026

Social VR harassment detection dataset

HarassGuard (GPT-4o)

88.09Accuracy

10

Apr 2, 2026

94.7Accuracy

10

Mar 27, 2026

94Accuracy

10

Mar 27, 2026

Page 10 of 38

Popular datasets

MNIST CIFAR Adult blood iNAT

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