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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 21 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DGM4 Image Sub-dataset 1.0 (test)

97.15AUC

7

Feb 26, 2026

Relational + C&S

78.64Accuracy

7

Feb 26, 2026

68.32Accuracy

7

Feb 26, 2026

LEGO synthetic (val)

100Skill 1 Accuracy

7

Feb 26, 2026

96.243AUC

7

Feb 26, 2026

usps LIBSVM (test)

Algorithm 1 (Localized SGD for Pairwise Learning)

0.926Average AUC

7

Feb 26, 2026

mnist LIBSVM (test)

Algorithm 1 (Localized SGD for Pairwise Learning)

0.932Average AUC

7

Feb 26, 2026

letter LIBSVM (test)

0.811Average AUC

7

Feb 26, 2026

ijcnn1 LIBSVM (test)

Algorithm 1 (Localized SGD for Pairwise Learning)

0.934Average AUC

7

Feb 26, 2026

german LIBSVM (test)

0.799AUC

7

Feb 26, 2026

diabetes LIBSVM (test)

Algorithm 1 (Localized SGD for Pairwise Learning)

0.831AUC

7

Feb 26, 2026

Graphormer-FLAG

31.39AP

7

Feb 26, 2026

Amazon 175 LFs (test)

92.93F1 Score

7

Feb 26, 2026

IMDB 136 LFs (test)

0.867F1 Score

7

Feb 26, 2026

ProfTeacher 99 LFs (test)

90.65F1 Score

7

Feb 26, 2026

Spouse 9 LFs (test)

51.98F1 Score

7

Feb 26, 2026

Synthetic (test)

74.7Avg Accuracy

7

Feb 26, 2026

TabArena Binary v1 (test)

2.1Rank

6

Jul 7, 2026

CHD dataset (test)

95Accuracy

6

Jun 16, 2026

rel-stack user-engagement (val)

90.18AUC-ROC

6

Jun 16, 2026

rel-stack user-badge (test)

88.51AUC-ROC

6

Jun 16, 2026

rel-stack user-badge (val)

89.63AUC-ROC

6

Jun 16, 2026

rel-f1 driver-top3 (test)

0.846AUC-ROC

6

Jun 16, 2026

rel-f1 driver-top3 (val)

82.51AUC-ROC

6

Jun 16, 2026

rel-f1 driver-dnf (test)

78.69AUC-ROC

6

Jun 16, 2026

Page 21 of 38

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MNIST CIFAR Adult blood iNAT

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