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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 43 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

JA corrupted features

73.5Accuracy

14

Apr 20, 2026

HI corrupted features

81.9Accuracy

14

Apr 20, 2026

HE corrupted features

38.8Accuracy

14

Apr 20, 2026

GE corrupted features

57.5Accuracy

14

Apr 20, 2026

EY corrupted features

62.5Accuracy

14

Apr 20, 2026

AL corrupted features

95.7Accuracy

14

Apr 20, 2026

wisconsin 25% feature noise

97Accuracy

14

Apr 10, 2026

knowledge 25% feature noise

98Accuracy

14

Apr 10, 2026

sonar 25% feature noise

87.5Accuracy

14

Apr 10, 2026

pima 25% feature noise

77.5Accuracy

14

Apr 10, 2026

monk 25% feature noise

95.6Accuracy

14

Apr 10, 2026

haberman 25% feature noise

77.4Accuracy

14

Apr 10, 2026

fertility 25% feature noise

90Accuracy

14

Apr 10, 2026

diabetic 25% feature noise

66.9Accuracy (25% Noise)

14

Apr 10, 2026

coimbra 25% feature noise

76.7Accuracy

14

Apr 10, 2026

australian 25% feature noise

90.5Accuracy (25% noise)

14

Apr 10, 2026

97.7F1 Score

14

Apr 10, 2026

98.2F1-score

14

Apr 10, 2026

84.3F1-score

14

Apr 10, 2026

76F1-score

14

Apr 10, 2026

87.4F1-score

14

Apr 10, 2026

92.83Accuracy

14

Jun 16, 2026

PolypDiag (test)

95.2F1 Score

14

Mar 30, 2026

WHU-Hi-LongKou (0.1% train)

99.3Per-Class Accuracy (Class 1)

14

Mar 26, 2026

TableShift Sepsis OOD v1 (test)

82.85AUPRC @ R<0.1

14

Mar 25, 2026

Page 43 of 202

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