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Papers Benchmarks Datasets Tasks

Binary Classification research benchmarks – Page 34 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

GP -> C (GossipCop & PolitiFact to Constraint) (test)

85.09Accuracy

3

Feb 26, 2026

CP -> G (Constraint & PolitiFact to GossipCop) (test)

0.709Accuracy

3

Feb 26, 2026

67.73Accuracy

3

Feb 26, 2026

GossipCop (test)

82.72Accuracy

3

Feb 26, 2026

PolitiFact (test)

88.97Acc (%)

3

Feb 26, 2026

Constraint (test)

97.07Accuracy

3

Feb 26, 2026

79.67Accuracy

3

Feb 26, 2026

91.11Accuracy

3

Feb 26, 2026

83.69Accuracy

3

Feb 26, 2026

68.58Accuracy

3

Feb 26, 2026

60.85Accuracy

3

Feb 26, 2026

0.804AUC

3

Feb 26, 2026

Simulated binary classification (simulation)

Modified Advice (human-calibrated AI)

3.1Final Accuracy

3

Feb 27, 2026

CoverType UCI (test)

20.57MCR

3

Feb 26, 2026

13.69Misclassification Rate

3

Feb 26, 2026

77.12Binary Accuracy

3

Feb 26, 2026

Microsoft BIG 2015

99.1Accuracy

2

Jul 7, 2026

85Macro F1

2

Jun 23, 2026

Vehicle retrofit occurrence 200-row

0.996ROC-AUC

2

Jun 16, 2026

SAEBench Pythia-160m (full)

95.3Bias in BIOS Set 1 Acc

2

Jun 16, 2026

LSAC race (W → NW) Wightman 1998

25.2Advancement Gap

2

Jun 2, 2026

LSAC sex (M → F) Wightman 1998

8.8Advantage Gap

2

Jun 2, 2026

OpenML 16 binary v2 (70/30 train test)

TabPFN public v2

86.3Accuracy

2

May 27, 2026

Recall task synthetic healthy controls (5-fold cross-validation)

100Accuracy

2

May 26, 2026

20.39Average Precision (%)

2

May 22, 2026

Page 34 of 38

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