EpiSEM-Bench: Evaluating Safety and Evidence Recovery in LLM Agents under Missing Evidence.

arXiv:2610.31650v1 Announce Type: new Abstract: Tool-using language model agents rely on environmental facts to decide whether an action is permitted. When a tool response omits a safety-relevant fact, an agent may carry out a prohibited action even though the