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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 8 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

85.46Accuracy

15

Feb 26, 2026

83.17Accuracy

15

Feb 26, 2026

EXIST Task 1.1 2025 (test)

Routing to CEJ (L to C)

69.63ICM

15

Feb 26, 2026

0.93AUC

15

Feb 26, 2026

Conspiratorial Content Dataset

90Accuracy

15

Feb 26, 2026

HIGGS small (test)

74.8Accuracy (%)

15

Feb 26, 2026

GOOD-HIV size split, covariate shift

0.629ROC-AUC

15

Feb 26, 2026

GOOD-HIV scaffold split concept shift

0.743ROC AUC

15

Feb 26, 2026

GOOD-HIV scaffold split, covariate shift

72.93ROC-AUC

15

Feb 26, 2026

sonar 25% label noise

83.8Mean F1-Score

14

Apr 10, 2026

pima 25% label noise

0.838Mean F1-score

14

Apr 10, 2026

haberman 25% label noise

85.7Mean F1 Score

14

Apr 10, 2026

sonar 25% feature noise

88.1F1 Score

14

Apr 10, 2026

pima 25% feature noise

83.9F1 Score

14

Apr 10, 2026

GOOD-HIV size split, concept shift

0.774ROC-AUC

14

Feb 26, 2026

Banana synthetic (in-distribution)

LIN-RIEM-LA (BATCHES)

0.878Accuracy

14

Feb 26, 2026

12.08Total Time (s)

14

Feb 26, 2026

59.49Total Time (s)

14

Feb 26, 2026

38.26Total Time (s)

14

Feb 26, 2026

39.04Total Time (s)

14

Feb 26, 2026

24.45Total Time (s)

14

Feb 26, 2026

SD-Pcomp-Unbiased

0.992AUC

13

Mar 23, 2026

Convex (γ = 0.2)-ABS

91.4AUC

13

Mar 23, 2026

Pendigits (test)

0.979AUC

13

Mar 23, 2026

Optdigits (test)

97.6AUC

13

Mar 23, 2026

Page 8 of 38

Popular datasets

MNIST CIFAR Adult blood iNAT

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