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Benchmarks
Attack Detection on ATRDF (test)
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100
Cookie Injection Precision
HRAL
95
97.5
100
102.5
Apr 21, 2026
Cookie Injection Precision
Cookie Injection Recall
Cookie Injection F1 Score
Directory Traversal Precision
Directory Traversal Recall
Directory Traversal F1 Score
Log4j Precision
Log4j Recall
Log4j F1 Score
Log Forging Precision
Log Forging Recall
Log Forging F1 Score
RCE Precision
RCE Recall
RCE F1 Score
SQL Injection Precision
SQL Injection Recall
SQL Injection F1 Score
XSS Precision
XSS Recall
XSS F1 Score
Macro Average Precision
Macro Average Recall
Macro Average F1 Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Cookie Injection Precision
Cookie Injection Recall
Cookie Injection F1 Score
Directory Traversal Precision
Directory Traversal Recall
Directory Traversal F1 Score
Log4j Precision
Log4j Recall
Log4j F1 Score
Log Forging Precision
Log Forging Recall
Log Forging F1 Score
RCE Precision
RCE Recall
RCE F1 Score
SQL Injection Precision
SQL Injection Recall
SQL Injection F1 Score
XSS Precision
XSS Recall
XSS F1 Score
Macro Average Precision
Macro Average Recall
Macro Average F1 Score
HRAL
2026.04
100
99.48
99.74
100
99.95
99.97
100
37.14
54.18
100
41.44
58.59
100
96.9
98.43
100
99.6
99.8
100
100
100
100
82.07
87.24
MRG
2026.04
100
100
100
100
100
100
100
54.59
70.63
100
100
100
100
100
100
100
99.95
99.97
100
100
100
100
93.51
95.8
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