Personally I’ve been finding that the more context I provide the more it hallucinates.

There's probably a sweet spot. Same with people. Too much context (especially unnecessary context) can be confusing/distracting, as well as being too vague (as it leaves room for multiple interpretations). But generally, I find the more refined and explicit you are, the better.