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Anomaly Detection on HTTP Tabular

0.9814AUROCICAD-LLM
0.8624240.8933120.92420.955088Dec 1, 2025

Evaluation results

MethodLinks
ICAD-LLMAD Method Category=Task-Specific, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.120.9814
MCMAD Method Category=Task-Specific2025.120.9777
GOADAD Method Category=Task-Specific2025.120.9678
NeuTraL ADAD Method Category=Universal2025.120.9418
DAGMMAD Method Category=Task-Specific2025.120.9247
ICAD-LLMAD Method Category=Universal, Backbone=Qwen2.5-0.5B, Reference Set Size (K)=52025.120.9171
UniADAD Method Category=Universal2025.120.8861
ACRAD Method Category=Universal2025.120.8675
IForestAD Method Category=Task-Specific2025.120.867