AIBearisharXiv – CS AI · Mar 167/10
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MalURLBench: A Benchmark Evaluating Agents' Vulnerabilities When Processing Web URLs
Researchers have released MalURLBench, the first benchmark to evaluate how LLM-based web agents handle malicious URLs, revealing significant vulnerabilities across 12 popular models. The study found that existing AI agents struggle to detect disguised malicious URLs and proposed URLGuard as a defensive solution.