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Classification research benchmarks – Page 116 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

fertility 25% feature noise

94.6F1 Score

7

Apr 10, 2026

diabetic 25% feature noise

69.8F1-score

7

Apr 10, 2026

coimbra 25% feature noise

77F1 Score

7

Apr 10, 2026

blood 25% feature noise

87.3F1-score

7

Apr 10, 2026

australian 25% feature noise

94.3F1 Score

7

Apr 10, 2026

wisconsin 25% label noise

97.8F1-score

7

Apr 10, 2026

knowledge 25% label noise

96F1 Score

7

Apr 10, 2026

titanic 25% label noise

85.9F1 Score

7

Apr 10, 2026

pop failures 25% label noise

33.2F1 Score

7

Apr 10, 2026

plrx 25% label noise

83.6F1 Score

7

Apr 10, 2026

monk 25% label noise

97.2F1 Score

7

Apr 10, 2026

heart 25% label noise

86.1F1 Score

7

Apr 10, 2026

fertility 25% label noise

94.1F1 Score

7

Apr 10, 2026

diabetic 25% label noise

68.9F1-score

7

Apr 10, 2026

coimbra 25% label noise

72.1F1-score

7

Apr 10, 2026

blood 25% label noise

87.6F1 Score

7

Apr 10, 2026

australian 25% label noise

94.7F1 Score

7

Apr 10, 2026

36.44Test Error (%)

7

Apr 10, 2026

85.1AUROC

7

Apr 7, 2026

86AUROC

7

Apr 7, 2026

heartdisease (test)

0.897AUROC

7

Apr 7, 2026

heartdisease (train)

0.938AUROC

7

Apr 7, 2026

breastcancer (test)

99.5AUROC

7

Apr 7, 2026

breastcancer (train)

99.6AUROC

7

Apr 7, 2026

bankruptcy (test)

0.998AUROC

7

Apr 7, 2026

Page 116 of 202

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