They get there in completely different ways though. If there's no answer Prolog will fail out, and GPT* will usually make (stuff) up.
it is absolutely not fair, established or not, to call non-linear regression inference. may be prognosis, maybe prediction, maybe just approximation. but inference is something that actually does logic, based on facts... and probabilistic theory infers only probability, not facts.