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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 34 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91.8Accuracy

17

May 6, 2026

PhysioNet Sepsis 2020 (test)

0.919AUROC (With OI)

17

Apr 3, 2026

Mental Health Classification Datasets (ANGST, dreaddit, CAMS, SAD)

50.8ANGST Score

17

Mar 27, 2026

Single-site clinical dataset HC vs. MDD

76.8Accuracy

17

Mar 23, 2026

Single-site clinical dataset HC vs. BD

77.8Accuracy (ACC)

17

Mar 23, 2026

m-so2sat (test)

69.8Mean Accuracy

17

May 21, 2026

SVMGuide3 LibSVM (5-fold cross-val)

84.64Macro F1

17

Feb 26, 2026

Messidor Feature UCIrvine (5-fold cross-validation)

0.77Macro F1

17

Feb 26, 2026

PimaIndian Kaggle (5-fold cross-validation)

90.14Macro F1 Score

17

Feb 26, 2026

Ionosphere UCIrvine (5-fold cross-validation)

97.14Macro F1 Score

17

Feb 26, 2026

Amazon Employee Kaggle (5-fold cross-validation)

94.41Macro F1

17

Feb 26, 2026

German Credit UCIrvine (5-fold cross-val)

0.796Macro F1

17

Feb 26, 2026

100Accuracy

17

May 1, 2026

87.01Accuracy

17

Jul 1, 2026

80 classification datasets

0.11Median Effect Size (F1 pts)

17

Feb 26, 2026

87.4Accuracy

17

Apr 16, 2026

0.917Accuracy

17

Mar 10, 2026

ABIDE-I 14 (test)

69.7Accuracy

17

Feb 26, 2026

ADHD-200 11 (test)

68.83Accuracy

17

Feb 26, 2026

0.677Accuracy

17

Feb 26, 2026

BraTS 2018 (test)

85.96ACC

17

Feb 26, 2026

58.8Accuracy

17

Feb 26, 2026

HumSet XLM-RBASE (test)

72.38Sectors Score

17

Feb 26, 2026

SpokenArabicDigits

100Accuracy

17

Feb 26, 2026

Non-stationary Transformer

99.2Accuracy

17

Feb 26, 2026

Page 34 of 202

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