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

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

LLM agents operate in workflows where unsafe actions can have real consequences. Existing safety evaluations often reduce behavior to a single score, obscuring risk recognition, pr…