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Classification research benchmarks – Page 27 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Camelyon (test)

78.4Accuracy

20

Apr 30, 2026

Synthetic Corrupted and Imbalanced Data

86Accuracy

20

Apr 23, 2026

Z-Alizadeh UCI (test)

0.41Inference Time

20

Apr 23, 2026

64.4F1 Score

20

Apr 10, 2026

ACS dataset I=[20%, 40%] (test)

0.967pSP Fairness

20

Apr 7, 2026

PhysioNet Sepsis 2019 (test)

91.8AUROC

20

Apr 3, 2026

m-brick-kiln GEO-Bench

99Overall Accuracy (OA)

20

Jun 1, 2026

m-eurosat GEO-Bench

98.6Overall Accuracy

20

Jun 1, 2026

AL 75% corrupted features (noise)

96Accuracy

20

Mar 24, 2026

85.5Accuracy

20

Mar 20, 2026

93Accuracy

20

Mar 20, 2026

86.55Balanced Accuracy

20

Jun 23, 2026

83.2Balanced Accuracy

20

Jun 23, 2026

76.4Balanced Accuracy

20

Jun 23, 2026

49.2Balanced Accuracy

20

Jun 23, 2026

99.99Accuracy

20

Mar 12, 2026

Yin-Yang (test)

99.28Accuracy

20

Mar 10, 2026

86.59Accuracy

20

Mar 6, 2026

CIFAR-100 Multilingual (13 languages) (test)

66.18Top-1 Accuracy

20

Mar 5, 2026

Digit-five mt → mm, sv, up, sy

86.9Accuracy

20

Feb 26, 2026

Thyroid abnormality tabular dataset (test)

77.68Accuracy

20

Feb 26, 2026

C3, CMNLI, CHID, BoolQ, WSC, HeSW, PIQA, CoQA, Race-M, Race-H, MMLU, CMMLU

62.41C3

20

Feb 27, 2026

HIGGS 10% (test)

85.9AUC

20

Feb 26, 2026

SUSY 10% (test)

88.9AUC

20

Feb 26, 2026

82.21Accuracy

20

Feb 26, 2026

Page 27 of 202

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