Counterfactual Evidence Audits Predict LLM-Agent Susceptibility to Ranked Context.

arXiv:2606.00914v2 Announce Type: replace Abstract: LLM agents increasingly decide from evidence assembled by upstream systems: retrievers choose documents, recommenders choose posts, and memory systems choose prior events. Existing evaluations usually hold th