Minh Pham Van

Don't Pick a Winner: Knowledge Conflicts Need a Prior, Not a Rule

This work builds the two inputs: the model states its knowledge as notes, a small policy voices each note with a calibrated confidence, a reader answers in two voices, and a selector commits or abstains under a prior applied as an exact prior shift so that what the model knows, what the context says and what is true ar...