Auditable and Robust LLM-Based Phishing Detection via Provenance-Guided Evidence Contracts
: Large language model (LLM)-based phishing detectors can produce decisions and explanations, but adversarial webpages violate the assumption that all input text is trustworthy evidence. Hidden comments, metadata, scripts, Cascading Style Sheets (CSS), and retrieved snippets can act as instruction-injection channels, w...