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Classification research benchmarks – Page 87 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

10.11Error Rate (ERR)

9

Feb 26, 2026

80.5Accuracy

9

Apr 10, 2026

M5Product (subset)

79.58Accuracy

9

Feb 26, 2026

Pendigits (test)

97.02Accuracy

9

May 11, 2026

ImageCLEF-DA (test)

80Accuracy I->P

9

Feb 26, 2026

Structured Noise Fashion MNIST (test)

75Accuracy

9

Feb 26, 2026

Structured Noise Fashion MNIST (train)

84.66Accuracy

9

Feb 26, 2026

Colored Desprites (test)

75Accuracy

9

Feb 26, 2026

Colored Desprites (train)

85.01Accuracy

9

Feb 26, 2026

UCI Htru2 (test)

98Accuracy

9

Mar 18, 2026

rect-img (test)

8.02Error Rate

9

Feb 26, 2026

0.01Error Rate (%)

9

Feb 26, 2026

MNIST basic (test)

1.05Error Rate

9

Feb 26, 2026

93.3Accuracy

9

Feb 26, 2026

GPMVF UCR (test)

99.7Accuracy

9

Feb 26, 2026

GPAS UCR (test)

96.5Accuracy

9

Feb 26, 2026

95.5Accuracy

9

Feb 26, 2026

UCI cylinder-bands 80-20 (train-test)

Distributionally Robust Optimization

21.5Error

9

Feb 26, 2026

UCI hepatite (80%:20% train-test)

Logistic Regression

16.13Error Rate

9

Feb 26, 2026

UCI Contraceptive 80%:20% train-test split

Lasso-regularized Logistic Regression

32.82Classification Error

9

Feb 26, 2026

UCI Annealing (80%:20% train-test split)

Lasso-regularized Distributionally Robust Optimization

1.89Classification Error

9

Feb 26, 2026

UCI credit-approval (80%:20% train-test)

Distributionally Robust Optimization

13.04Classification Error

9

Feb 26, 2026

Audiology UCI (80%:20%)

r-DRO (kappa=1)

2.8Classification Error (%)

9

Feb 26, 2026

UCI primary-tumor (80%:20%)

13.66Classification Error

9

Feb 26, 2026

UCI HIV (80%:20%)

5.9Classification Error

9

Feb 26, 2026

Page 87 of 202

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