arxiv.org/abs/2610.31404 AgentPhishing: A Benchmark of LLM Email Agents Under Adaptive Attack
The AgentPhishing benchmark tests whether persuasive phishing emails, optimized against individual agents via a method called PhishOpt, can fool LLM email agents. Across nine agents, four detected under 10% of phishing and complied with over 45% of malicious requests.
— via arXiv Cryptography Security, Justin Tan, Miao Li, Ding Zhao