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Classification research benchmarks – Page 78 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

47.9Accuracy

9

May 28, 2026

37.68Misclassification Probability

9

May 27, 2026

36.38Misclassification Probability

9

May 27, 2026

0.53Misclassification Probability

9

May 27, 2026

6.89Misclassification Rate (%)

9

May 27, 2026

15.21Misclassification Rate

9

May 27, 2026

6.06Error Rate (%)

9

May 27, 2026

Average of Classification Datasets (Adult, WiDS, Bike Sharing, Cal. Housing) (test)

0.906Covariance

9

May 26, 2026

Textile (10 Monte Carlo cross-validation splits)

Integral Operator

92.2Accuracy

9

May 26, 2026

Meat 10 Monte Carlo (val)

Tiny Transformer

97Accuracy

9

May 26, 2026

Fruit (10 Monte Carlo cross-validation splits)

Integral Operator

97.8Accuracy

9

May 26, 2026

Adult Income 2 classes

85.25Accuracy

9

May 25, 2026

High School 3 classes

55Accuracy

9

May 25, 2026

Logistic + MARICL

97.5Accuracy

9

May 25, 2026

severity (test)

96.06Precision (test)

9

May 21, 2026

TorchSight Eval-1000

95Category Accuracy

9

May 21, 2026

90.1Accuracy

9

May 19, 2026

73.85Accuracy

9

May 19, 2026

76.9Accuracy

9

May 19, 2026

Covertype (target domain)

45.2Accuracy

9

May 18, 2026

31.7Accuracy

9

May 14, 2026

30Accuracy

9

May 14, 2026

29Accuracy

9

May 14, 2026

Emotion 10-shot

65.5Accuracy

9

May 14, 2026

56.3Accuracy

9

May 14, 2026

Page 78 of 202

Popular datasets

CIFAR MNIST Adult ImageNet Wine

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