Truth for Believable AI: Expressed Doubt, Provenance, and Belief Revision as an Engineerable Stance.

arXiv:2609.26035v1 Announce Type: cross Abstract: Conversational agents often express answers in a uniformly confident register. We test whether expressed uncertainty, provenance-aware assertion, and explicit belief revision can be implemented as a behavior la