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Classification research benchmarks – Page 186 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Brain Tumor (BT)

97.43Accuracy

2

Jun 30, 2026

Wine 20 random splits

0.025Error

2

Jun 23, 2026

Iris (20 random splits)

0.063Error Rate

2

Jun 23, 2026

Digits (20 random splits)

1Error Rate

2

Jun 23, 2026

Breast cancer (20 random splits)

3.5Error Rate

2

Jun 23, 2026

breast_cancer (test)

1.93Test Error Rate

2

Jun 18, 2026

CogTrAiL-RBD iRBD (LODO fold)

88.8AUROC

2

Jun 18, 2026

54Accuracy

2

Jun 16, 2026

Colon (COL) (downstream performance folds)

81.97TANDEM Accuracy

2

Jun 9, 2026

Walking Activity (test)

47.8Accuracy

2

Jun 9, 2026

Insurance (test)

93.24Accuracy

2

Jun 9, 2026

3.31Average Paired T-Statistic

2

Jun 9, 2026

97.1Accuracy

2

Jun 8, 2026

83.3Accuracy

2

Jun 8, 2026

83Accuracy

2

Jun 8, 2026

MNIST8m 4 vs 6 LIBSVM

99.7Accuracy

2

Jun 8, 2026

covtype LIBSVM (test)

80.7Accuracy

2

Jun 8, 2026

ijcnn1 LIBSVM (test)

98.2Accuracy

2

Jun 8, 2026

w8a LIBSVM (test)

98.1Accuracy

2

Jun 8, 2026

a9a LIBSVM (test)

85.1Accuracy

2

Jun 8, 2026

93.33Accuracy

2

Jun 5, 2026

Arcene (5x5 CV)

90.6Accuracy

2

Jun 5, 2026

Prostate (5x5 CV)

93.37Accuracy

2

Jun 5, 2026

ALLAML (5x5 CV)

97.54Accuracy

2

Jun 5, 2026

74.23Accuracy

2

Jun 5, 2026

Page 186 of 202

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