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Web Attack Detection on CSIC 2010

100Recall

HRAL

Updated 1mo ago

Evaluation Results

Method	Links
HRAL 2026.04		100	-	100	100
HRAL 2026.04		100	-	100	100
HRAL 2026.04		100	-	100	100
WADBERT 2026.01		99.39	99.7	99.87	99.63
EDL 2026.01		98.42	99.13	99.45	98.93
BERT-BiLSTM 2026.01		98.23	98.38	97.84	98.04
DistilBERT 2026.01		98.16	99.18	99.82	98.99
TransURL 2026.01		98.05	99.15	99.88	98.95
CEF-Log (k=4) 2026.06		98	98	99	98
PMANET 2026.01		96.38	98.17	99.14	97.74
Few-Shot (Standard) 2026.06		96	-	-	98
Few-Shot (k=40) 2026.06		96	98	99	98
CNN-BiLSTM 2026.01		95.81	96.72	96.19	96
CEF-Log 2026.06		95	-	-	99
Few-Shot (k=20) 2026.06		78	89	99	87
Few-Shot (k=10) 2026.06		76	88	99	86
MRG 2026.04		70.93	-	100	83
MRG 2026.04		69.78	-	100	82.2
MRG 2026.04		68.63	-	100	81.39
Zero-Shot 2026.06		59	-	-	73
Zero-Shot 2026.06		59	79	99	73
Role-Based (Cybercrime) 2026.06		53	76	100	68
Role-Based 2026.06		52	-	-	68
Role-Based (Forensic) 2026.06		52	76	99	68
Role-Based (Security) 2026.06		50	75	99	66