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Papers Benchmarks Datasets Tasks

Classification research benchmarks – Page 173 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

58.61Top-1 Accuracy

4

Feb 26, 2026

COVID X-ray (test)

0.927AUC

4

Feb 26, 2026

Shuffled MNIST 3 tasks

98.34Accuracy

4

Feb 26, 2026

SHREC Split-10 2011 (train)

97.1Accuracy

4

Feb 26, 2026

SHREC 16 2011 (train)

98.6Accuracy

4

Feb 26, 2026

61Angel

4

Feb 27, 2026

83.8Accuracy

4

Feb 26, 2026

0.879Accuracy

4

Feb 26, 2026

Gaussian Synthetic

98.8Accuracy

4

Feb 26, 2026

1Top-1 Count

4

Feb 26, 2026

LayerNorm-simple

40.54Accuracy

4

Feb 26, 2026

SVHN (ε = 0.03, c = 0.1) (test)

94.36Accuracy (Baseline)

4

Feb 26, 2026

F-MNIST (ε = 0.3, c = 10) (test)

91.51Accuracy (Clean)

4

Feb 26, 2026

CIFAR-100 (ε = 0.03, c = 0.1) (test)

72.65Baseline Acc

4

Feb 26, 2026

CIFAR-10 (ε = 0.03, c = 0.1) (test)

PCL + AdvTrain PGD

91.89Accuracy (No Attack)

4

Feb 26, 2026

MNIST ε = 0.3, c = 10 (test)

99.53Accuracy (No Attack)

4

Feb 26, 2026

SMS spam collection (test)

BERT_BASE Fine-tune

99.3Accuracy

4

Feb 26, 2026

Customer complaint database (test)

BERT_BASE Variable FT

56.4Accuracy

4

Feb 26, 2026

Crowdflower US economic performance (test)

BERT_BASE Adapters

77.3Accuracy

4

Feb 26, 2026

Crowdflower progressive stance (test)

BERT_BASE Fine-tune

63.8Accuracy

4

Feb 26, 2026

Crowdflower progressive opinion (test)

BERT_BASE Variable FT

75.9Accuracy

4

Feb 26, 2026

Crowdflower primary emotions (test)

BERT_BASE Variable FT

38.2Accuracy

4

Feb 26, 2026

Crowdflower political message (test)

BERT_BASE Variable FT

44.9Accuracy

4

Feb 26, 2026

Crowdflower political bias (test)

No BERT baseline

76.8Accuracy

4

Feb 26, 2026

Crowdflower political audience (test)

No BERT baseline

81Accuracy

4

Feb 26, 2026

Page 173 of 202

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