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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 20 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PubMed 20 labels per class (test)

79.5Accuracy

25

Feb 26, 2026

Cora 20 labels per class (test)

80.9Accuracy

25

Feb 26, 2026

Inflated ResNet-121

76.45AUC

25

Jun 4, 2026

Cosine schedule

77.52Macro F1

24

Jun 24, 2026

UCI HAR 5-Class (test)

84.67Accuracy

24

Jun 23, 2026

ISOLET 5-Class Subset (test)

88.78Accuracy

24

Jun 23, 2026

80.43Accuracy

24

Jun 23, 2026

88.73Accuracy

24

Jun 23, 2026

UCI HAR 6Classes

85.11Accuracy

24

Jun 23, 2026

82.7Accuracy

24

Jun 23, 2026

ISOLET-6Classes

88.24Accuracy

24

Jun 23, 2026

UCI HAR 3-class

84.67Accuracy

24

Jun 23, 2026

94.53Accuracy

24

Jun 23, 2026

97.59Accuracy

24

Jun 23, 2026

80.1Accuracy

24

Jun 23, 2026

ISOLET 8Classes

91.39Accuracy

24

Jun 23, 2026

UCI HAR 4-class

89.24Accuracy

24

Jun 23, 2026

87.82Accuracy

24

Jun 23, 2026

95.28Accuracy

24

Jun 23, 2026

77.13Accuracy

24

Jun 23, 2026

ISOLET 9Classes

90.49Accuracy

24

Jun 23, 2026

CaliDist_verbalized (As.)

3.53Expected Calibration Error (ECE)

24

Jun 5, 2026

0.048WUC

24

May 26, 2026

0.042WUC

24

May 26, 2026

0.019WUC

24

May 26, 2026

Page 20 of 202

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