Neuro-symbolic RAG framework with formal ontology achieves 78.6-point recall improvement on AI-generated phishing threats while keeping precision above 98% and false positive rate at 0.16% under privacy constraints.
Phishing Environments, Techniques, and Countermeasures: A Survey.Computers & Security, 68:160–196
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CyberCane: Neuro-Symbolic RAG for Privacy-Preserving Phishing Detection with Formal Ontology Reasoning
Neuro-symbolic RAG framework with formal ontology achieves 78.6-point recall improvement on AI-generated phishing threats while keeping precision above 98% and false positive rate at 0.16% under privacy constraints.