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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 88 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCI house-votes-84 (80%:20%)

PI (alpha=0.05)

4.26Classification Error

9

Feb 26, 2026

UCI splices (80%:20%)

5.92Classification Error

9

Feb 26, 2026

UCI car (80%:20%)

4.73Classification Error

9

Feb 26, 2026

UCI Lymphography (80%:20%)

16.72Error (%)

9

Feb 26, 2026

UCI Hayes-Roth (80%:20%)

16.09Error (%)

9

Feb 26, 2026

UCI balance-scale (80%:20%)

r-DRO (kappa=m)

64Error Rate

9

Feb 26, 2026

UCI kr-vs-kp (80%:20%)

2.64Classification Error (%)

9

Feb 26, 2026

UCI tic-tac-toe (80%:20%)

1.67Classification Error

9

Feb 26, 2026

UCI monks-3 (80%:20%)

2.07Error (%)

9

Feb 26, 2026

UCI spect (train-test)

r-DRO (kappa=m)

15.83Classification Error (%)

9

Feb 26, 2026

UCI breast-cancer 80%:20% random train-test

28.55Error Rate (%)

9

Feb 26, 2026

Breast Cancer scikit-learn bundled (test)

97.2Accuracy

8

Jul 8, 2026

Semi-synthetic AM

57.6Accuracy

8

Jul 7, 2026

Semi-synthetic NMAR

57.3Accuracy

8

Jul 7, 2026

Semi-synthetic MAR

57.5Accuracy

8

Jul 7, 2026

Mice protein dataset

100Full Accuracy

8

Jul 7, 2026

4.4ECE (full)

8

Jul 7, 2026

88.6AUC

8

Jul 3, 2026

CNN MobileNet-V2

90.1AUC

8

Jul 3, 2026

G-CBM ResNet-50

0.96AUC

8

Jul 3, 2026

TIGFH to LSPS v1 (test)

80.93T1 -> L1 Score

8

Jun 25, 2026

87.5BAcc

8

Jun 25, 2026

spambase full (test)

0.045Test Error Rate

8

Jun 18, 2026

93.96Accuracy

8

Jun 17, 2026

71.7Top-1 Accuracy

8

Jun 16, 2026

Page 88 of 202

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