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Benchmarks
Log Anomaly Detection on HDFS (test)
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99.6
AUROC
K4
41.776
56.788
71.8
86.812
Jul 26, 2025
AUROC
AUPRC
FPR@95TRP
F1 Score
Precision
Recall
Updated 22d ago
Evaluation Results
Method
Method
Links
AUROC
AUPRC
FPR@95TRP
F1 Score
Precision
Recall
K4
configuration=best-per...
2025.07
99.6
99.5
0.8
98.9
98.9
99
DeepLog
configuration=best-per...
2025.07
69.7
50.6
56.8
9.3
4.9
96.3
LogAnomaly
configuration=best-per...
2025.07
61.5
46
100
34.7
66.4
23.5
FastLogAD
configuration=best-per...
2025.07
51.2
3.1
94.7
5.9
3.1
77.1
LogRobust
configuration=best-per...
2025.07
50.1
61.2
99.7
36.7
22.5
99.9
LLM-AD
configuration=best-per...
2025.07
50
86.8
100
92.9
86.8
100
Ladle
configuration=best-per...
2025.07
44
83.7
99.2
14.6
16.7
42.8
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