It seems like the imprecise probabilist cannot learn from vacuous priors. This problem of belief inertia goes back at least as far as Levi (1980), chapter 13. Walley also discusses the issue, but appears unmoved by it:  he says that vacuous posterior probabilities are just a consequence of adopting a vacuous prior: