AURA-Eval: Evaluation Framework for Acting Under Risk Awareness in LLM Agent Trajectories

Ruoxi Shang, Christina-Maria Androna, Orfeas Menis Mastromichalakis +6

LLM agents are increasingly taking actions with real consequences, yet safety evaluations often reduce their behavior to a final safe/unsafe outcome, obscuring whether the agent re…