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Classification research benchmarks – Page 56 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

77.03Recall

12

Feb 26, 2026

UCF101 zero-shot

94.2ACC

12

Mar 26, 2026

10Classification Risk

12

Feb 26, 2026

11Classification Risk

12

Feb 26, 2026

Neuropathology Tissue Dataset

91.88F1 (Background)

12

Feb 26, 2026

Heart Disease 25% held-out (test)

0.6Accuracy

12

Feb 26, 2026

Diabetes 25% held-out (test)

76Accuracy

12

Feb 26, 2026

parkinsons UCI KEEL (test)

93.1Accuracy

12

May 4, 2026

SIVAL-MIPL r=3 (test)

69.13Accuracy

12

Feb 26, 2026

Birdsong-MIPL (r=3) (test)

77.82Accuracy

12

Feb 26, 2026

FMNIST-MIPL r=3 (test)

81.6Accuracy

12

Feb 26, 2026

MNIST-MIPL (r=3) (test)

98Accuracy

12

Feb 26, 2026

SIVAL-MIPL (r=2) (test)

71.93Accuracy

12

Feb 26, 2026

Birdsong-MIPL (r=2) (test)

78.91Accuracy

12

Feb 26, 2026

FMNIST-MIPL r=2 (test)

90.15Accuracy

12

Feb 26, 2026

MNIST-MIPL (r=2) (test)

99.87Accuracy

12

Feb 26, 2026

SIVAL-MIPL (r=1) (test)

77.65Accuracy

12

Feb 26, 2026

Birdsong-MIPL (r=1) (test)

80.38Accuracy

12

Feb 26, 2026

FMNIST-MIPL r=1 (test)

93.2Accuracy

12

Feb 26, 2026

MNIST-MIPL (r=1) (test)

99.93Accuracy

12

Feb 26, 2026

64.78Accuracy

12

Feb 26, 2026

57.91Accuracy

12

Feb 26, 2026

49.06Accuracy

12

Feb 26, 2026

Breast Cancer (5-fold cross-validation)

0.974Accuracy

12

May 12, 2026

0.113Training Loss

12

Apr 2, 2026

Page 56 of 202

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