Selection Regret: Auditing Deception Probes as Intervention Selectors

Abstract

We test whether accurate deception probes can select useful interventions. The audit compares probe-derived and contrastive steering under held-out behavioral tests and explicit limits on capability loss. Detection accuracy and intervention quality require separate evidence. The experiments use controlled, task-defined deceptive choices and do not establish intent or a deployable intervention selector.