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

arXiv:2609.06783v2 Announce Type: replace-cross Abstract: 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 recognized the risk and