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Benchmarks
Log Parsing on Spark Loghub 2.0
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100
Global Accuracy (GA)
SCOPE
91.68
93.84
96
98.16
Mar 28, 2026
Global Accuracy (GA)
Parsing Accuracy (PA)
F-measure Global Accuracy (FGA)
Fault Tolerance Accuracy (FTA)
Updated 19d ago
Evaluation Results
Method
Method
Links
Global Accuracy (GA)
Parsing Accuracy (PA)
F-measure Global Accuracy (FGA)
Fault Tolerance Accuracy (FTA)
SCOPE
Log Parser Type=Propos...
2026.03
100
99.7
100
86.1
LILAC
Log Parser Type=LLM-ba...
2026.03
99.9
68.9
89.7
63.6
LUNAR
Log Parser Type=LLM-ba...
2026.03
97.5
99.5
88.8
65.7
Brain
Log Parser Type=Non-LLM
2026.03
97.2
39.3
20.8
1
LogBatcher
Log Parser Type=LLM-ba...
2026.03
92.4
70.4
91.4
65.7
Drain
Log Parser Type=Non-LLM
2026.03
92
39.8
86.1
41.2
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