There's nothing fuzzy about letting an LLM determine the probability of a particular piece of text. In fact it's the one thing they are explicitly designed to

There's nothing fuzzy about letting an LLM determine the probability of a particular piece of text. In fact it's the one thing they are explicitly designed to do, the rest is more or less a side-effect.