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Classification research benchmarks – Page 67 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MNDS (Entire data stream)

44.15Accuracy

10

Jun 23, 2026

MIMIC II Arrhythmia VTA (N=2768)

99.05TPR

10

Jun 19, 2026

MIMIC Arrhythmia VFB II (N=467)

100TPR

10

Jun 19, 2026

MIMIC Arrhythmia (ETC) II (N=2873)

99.59TPR

10

Jun 19, 2026

MIMIC Arrhythmia (EBR) II (N=958)

100TPR

10

Jun 19, 2026

MIMIC Arrhythmia (ASY) II

100TPR

10

Jun 19, 2026

LoanDefaulter (test)

65.49Test Accuracy

10

Jun 17, 2026

Oxford-IIIT Pets

89Top-1 Accuracy

10

Jun 16, 2026

80.4Average Precision (AP)

10

Jun 9, 2026

EMNIST extended (test)

89.21Accuracy

10

Jun 9, 2026

51.8F1 Score

10

Jun 5, 2026

PPG-DaLiA (test)

71.4F1 Score

10

Jun 5, 2026

AUV dataset 10 classes D10 (test)

95.8Accuracy

10

Jun 5, 2026

AUV dataset 6 classes D10 (test)

96Accuracy

10

Jun 5, 2026

AUV dataset 3 classes D10 (test)

95Accuracy

10

Jun 5, 2026

70ROC-AUC

10

Jun 2, 2026

MNLI bias-free (test)

76Worst Group Accuracy

10

Jun 1, 2026

74.1Mean Test Accuracy

10

Jun 1, 2026

election (test)

60.1Mean Test Accuracy

10

Jun 1, 2026

MiniBooNE (test)

75.4Mean Test Accuracy

10

Jun 1, 2026

bbc-embeddings (test)

87.8Mean Test Accuracy

10

Jun 1, 2026

85.2Mean Test Accuracy

10

Jun 1, 2026

2dplanes (test)

74.7Mean Test Accuracy

10

Jun 1, 2026

76.6F1 Score

10

Jun 1, 2026

DMNIST-LT rho = 0.01 (test)

69.42Test Accuracy

10

May 26, 2026

Page 67 of 202

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