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Classification research benchmarks – Page 117 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

bankruptcy (train)

100AUROC

7

Apr 7, 2026

89.1AUROC

7

Apr 7, 2026

89.1AUROC

7

Apr 7, 2026

96.32Test Accuracy

7

May 11, 2026

97.88Accuracy

7

Mar 25, 2026

71.33Accuracy

7

Mar 25, 2026

Synthetic Data 30% MCAR mechanism

82.95AUC

7

Mar 24, 2026

Synthetic data 60% MNAR

77.1AUC

7

Mar 24, 2026

Synthetic Dataset 60% MNAR (test)

77.1AUC

7

Mar 24, 2026

Quora real-world (test)

94Accuracy

7

Mar 24, 2026

Sentiment real-world (test)

88Accuracy

7

Mar 24, 2026

CIFAR10 real-world (test)

87Accuracy

7

Mar 24, 2026

Credit Card real-world (test)

82Accuracy

7

Mar 24, 2026

Magic real-world (test)

88Accuracy

7

Mar 24, 2026

Waveform real-world (test)

89Accuracy

7

Mar 24, 2026

Heart Disease Cleveland 79 (test)

0.089Average Cost

7

Mar 20, 2026

Diabetic Retinopathy UCI

0.267Average Cost

7

Mar 20, 2026

Loan dataset (Kaggle) (test)

0.143Average Cost

7

Mar 20, 2026

77.9Accuracy

7

Mar 19, 2026

62.29Balanced Accuracy

7

Mar 18, 2026

85.27Balanced Accuracy

7

Mar 18, 2026

LANL HIV dataset

Automated Genomic Interpretation via Concept Bottleneck Models (full)

99Accuracy

7

Mar 17, 2026

6 Remote Sensing Datasets 16-shot

93.69Average Accuracy

7

Mar 16, 2026

6 Remote Sensing Datasets 8-shot

91.85Average Accuracy (8-shot)

7

Mar 16, 2026

6 Remote Sensing Datasets 4-shot

88.31Average Accuracy

7

Mar 16, 2026

Page 117 of 202

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