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Classification research benchmarks – Page 44 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

TableShift Hospital Readmission OOD v1 (test)

90.52AUPRC@R<0.1

14

Mar 25, 2026

TableShift FICO HELOC v1 (OOD test)

96.99AUPRC (R<0.1)

14

Mar 25, 2026

TableShift Childhood Lead v1 (OOD test)

99.72AUPRC @ R<0.1

14

Mar 25, 2026

Water-Potability original missingness

100Imputation Rate (%)

14

Mar 19, 2026

Breast Cancer original missingness

100Imputation Rate

14

Mar 19, 2026

Logistic Regression

0.984AW

14

Mar 19, 2026

Gradient Boosting Classification

95.5AW

14

Mar 19, 2026

Gradient Boosting Classification

90.3AW

14

Mar 19, 2026

0.32NLL

14

Jul 1, 2026

GDSC2 unseen drugs (Drug)

84.6AUROC

14

Mar 13, 2026

PPR race (test)

62.58F1 Score

14

Mar 12, 2026

0.063EOpp

14

Mar 12, 2026

22.02EOpp

14

Mar 12, 2026

77.2Precision

14

Mar 12, 2026

99.5Average Accuracy

14

Mar 11, 2026

80.02Accuracy

14

Mar 10, 2026

sonar 25% label noise (test)

82.6Accuracy

14

Mar 9, 2026

saheart 25% label noise (test)

74.3Accuracy

14

Mar 9, 2026

raisin 25% label noise (test)

87.4Accuracy

14

Mar 9, 2026

pop failures 25% label noise (test)

92.2Accuracy

14

Mar 9, 2026

plrx 25% label noise (test)

72.5Accuracy

14

Mar 9, 2026

haberman 25% label noise (test)

77.1Accuracy

14

Mar 9, 2026

fertility 25% label noise (test)

89Accuracy

14

Mar 9, 2026

diabetic 25% label noise (test)

68.4Accuracy

14

Mar 9, 2026

darwin 25% label noise (test)

82.8Accuracy

14

Mar 9, 2026

Page 44 of 202

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