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Benchmarks
Log Anomaly Detection on BGL (test)
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99.9
AUROC
K4
31.468
49.234
67
84.766
Jul 26, 2025
AUROC
AUPRC
FPR @ 95% TPR
F1 Score
Precision
Recall
Updated 22d ago
Evaluation Results
Method
Method
Links
AUROC
AUPRC
FPR @ 95% TPR
F1 Score
Precision
Recall
K4
configuration=best-per...
2025.07
99.9
99.9
0
99.2
99.3
99.2
LogRobust
configuration=best-per...
2025.07
94.6
98.3
100
94.3
99.9
89.2
DeepLog
configuration=best-per...
2025.07
89.6
89.9
20.8
88.8
79.9
100
Ladle
configuration=best-per...
2025.07
64.8
32.1
97.5
22.2
8.8
85.7
LogAnomaly
configuration=best-per...
2025.07
54.8
73.8
90.4
64.5
47.6
100
FastLogAD
configuration=best-per...
2025.07
51
19.2
94.5
27.7
18.8
56.7
LLM-AD
configuration=best-per...
2025.07
34.1
37.7
100
47.1
36
68.3
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