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Classification research benchmarks – Page 126 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ELECTRICITY (10-fold cross-validation)

69.3Test F1 Score

7

Feb 26, 2026

AMAZON-EMPLOYEE-ACCESS (10-fold cross-validation)

0.915Test F1 Score

7

Feb 26, 2026

LETTER (10-fold cross-val)

65.9Test F1 Score

7

Feb 26, 2026

MOZILLA4 (10-fold cross-val)

81.2Test F1 Score

7

Feb 26, 2026

GAS-DRIFT (10-fold cross-validation)

0.946Test F1 Score

7

Feb 26, 2026

88.8Accuracy

7

Feb 26, 2026

88.77Accuracy

7

May 8, 2026

Synthetic 16 datasets

0.935Mean AUC

6

Jul 9, 2026

Real-world 24 datasets

90.94Mean AUC

6

Jul 9, 2026

40-dataset panel Full (Overall)

0.919Mean AUC

6

Jul 9, 2026

Digits 10 classes scikit-learn bundled (test)

v2 (regularized)

96.44Accuracy

6

Jul 8, 2026

TabArena All v1 (test)

2.3Rank

6

Jul 7, 2026

Simulation Single-type Setting 4, p=100

59.9Accuracy

6

Jul 2, 2026

Simulation Single-type (Setting 3, p=100)

71.1Accuracy

6

Jul 2, 2026

99.23Accuracy

6

Jul 2, 2026

Split ImageNet-100 50 tasks

47.94Classification Accuracy (CA)

6

Jul 1, 2026

Split ImageNet-100 (20 tasks)

47.99Accuracy (CA)

6

Jul 1, 2026

CIFAR-100 Split (50 tasks)

38.93CA

6

Jul 1, 2026

CIFAR-100 Split (20 tasks)

39.27Classification Accuracy

6

Jul 1, 2026

Throat GSE59102

100Accuracy

6

Jul 1, 2026

86.6Accuracy

6

Jul 1, 2026

Prostate GSE46602

98Accuracy

6

Jul 1, 2026

Prostate GSE11682

80Accuracy

6

Jul 1, 2026

Pancreatic GSE16515

92.7Accuracy

6

Jul 1, 2026

78.4Accuracy

6

Jul 1, 2026

Page 126 of 202

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