AuthorizationBench

AuthorizationBench: Benchmarking LLM Agent Authorization Alignment The first systematic framework for evaluating LLM agent authorization alignment under benign delegation, no matter with or without direct harmful consequences. Overview Acting within the assigned authorization scope is an agent's...

Act on Your Behalf, beyond Your Authorization: Benchmarking LLM Agent Authorization Alignment

When an LLM agent acts on behalf of a user, it is expected to act within the authorization scope the user grants. Existing agent evaluations largely measure task completion or harmful consequences and can therefore overlook actions that violate this delegation without producing conventional safet...