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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 6 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.95AUC

19

Feb 26, 2026

16 binary datasets

[PFNv2.6+ICL+Limix+TabDPT]→CB

87.7AUC

18

May 19, 2026

96.8AUC

18

May 14, 2026

89.75Balanced Accuracy

18

Feb 26, 2026

82Accuracy

18

Feb 26, 2026

99Accuracy

18

Feb 26, 2026

90Accuracy

18

Feb 26, 2026

98Accuracy

18

Feb 26, 2026

78Accuracy

18

Feb 26, 2026

81Accuracy

18

Feb 26, 2026

Waterbirds (OOD)

98.9Accuracy

18

Jun 4, 2026

81.6Accuracy

18

Feb 26, 2026

PMU-UD UCI (test)

99.1Accuracy

17

Mar 23, 2026

Letter UCI (test)

97.5Accuracy

17

Mar 23, 2026

Pendigits UCI (test)

99.6Accuracy

17

Mar 23, 2026

Optdigits UCI (test)

98.7Accuracy

17

Mar 23, 2026

93.08Mean AUC

17

Mar 11, 2026

Resistance behavior dataset 5-fold CV (test)

91.31Precision (Overall)

17

Feb 26, 2026

0.701QNLI Accuracy

17

Feb 26, 2026

TABFACT small (test)

84.6Accuracy

17

Feb 26, 2026

TABFACT complex (test)

75.9Accuracy

17

Feb 26, 2026

TABFACT simple (test)

93.3Accuracy

17

Feb 26, 2026

in-house MRI dataset (test)

53FPR @0 FN

17

Feb 26, 2026

Binary CIFAR10 imb. 100 (test)

45FPR @ 98% TPR

17

Feb 26, 2026

MoleculeNet SIDER DeepChem (test)

0.7ROC AUC

17

Feb 26, 2026

Page 6 of 38

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