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Drift Detection research benchmarks · SOTA2 Research

Drift Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Controlled (post-cutoff)

0.95AUROC

91

May 12, 2026

79.41Accuracy

63

Apr 7, 2026

Synthetic Data Streams various configurations

12.672D1 Measure

49

May 29, 2026

84.46Accuracy

21

Apr 7, 2026

84.62Accuracy

21

Apr 7, 2026

83.37Accuracy

21

Apr 7, 2026

Elec2 (Batch 30)

75.02Accuracy

21

Apr 7, 2026

Elec2 (Batch 20)

74.17Accuracy

21

Apr 7, 2026

Elec2 (Batch 10)

72.55Accuracy

21

Apr 7, 2026

Ozone (Batch 30)

94.55Accuracy

21

Apr 7, 2026

Ozone (Batch 20)

94.41Accuracy

21

Apr 7, 2026

Ozone (Batch 10)

95.29Accuracy

21

Apr 7, 2026

DRIFTBENCH controlled

91F1 Score

8

Jun 16, 2026

99.44Accuracy

8

Mar 10, 2026

99.81Accuracy

8

Mar 10, 2026

2D-2G-M Synthetic

76.63Accuracy

8

Mar 10, 2026

EMBER family-versus-family setting, 2-month fixed windowing, lag k=1 2024

0.419Mean Rho (ρ)

6

Apr 27, 2026

81Precision

6

Feb 26, 2026

COVID-19 social media dataset (test)

Our Zero-Training Method

100Detection Rate

5

Feb 26, 2026

0Alarm Rate

4

May 29, 2026

Anytime-FC-RAG (Sudden-drift ablation)

100Alarm Rate

4

May 29, 2026

0Alarm Rate

4

May 29, 2026

100-prompt synthetic (test)

nautilus-compass v0.7.1

0.923ROC AUC

4

May 12, 2026

Synthetic and Real-world (IEEE Fraud, KKBox Churn) Drift Datasets

—

—Primary metric

0

Jun 12, 2026

Popular datasets

Ozone Sea elec2 NOAA MMLU

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