Resist, Update, Reject: Preference Optimization Installs a Prior-Dependent Reliability Switch.

arXiv:2609.22359v1 Announce Type: cross Abstract: An aligned model asked to hold its answer against a manipulative source must still update on a reliable one and reject an unreliable one: resistance, reliable-update, and unreliable-source rejection are one thr