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Downstream Linear Separability research benchmarks · SOTA2 Research

Downstream Linear Separability

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MNIST-Rotated 784 -> 16

71.45-Fold CV Accuracy

5

Apr 21, 2026

HD-GMM 500 -> 20

99.85-Fold CV Accuracy

5

Apr 21, 2026

Ortho. Rings 3 -> 2

94.9Accuracy (5-Fold CV)

5

Apr 21, 2026

97.65-Fold CV Accuracy

5

Apr 21, 2026

Swiss Roll 3 -> 2

96.35-Fold CV Accuracy

5

Apr 21, 2026

Popular datasets

Swiss roll MNIST Rotated S-Curve Ortho. Rings HD-GMM

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