This SoK paper introduces a nine-stage taxonomy for LLM guardrail breaches in phishing, characterizes evasion and manipulation tactics, and identifies a dynamic-offense versus static-defense asymmetry.
Phreshphish: A real-world, high-quality, large-scale phishing website dataset and bench- mark
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SoK: Exposing the Generation and Detection Gaps in LLM-Generated Phishing
This SoK paper introduces a nine-stage taxonomy for LLM guardrail breaches in phishing, characterizes evasion and manipulation tactics, and identifies a dynamic-offense versus static-defense asymmetry.