... Larger models aren't immune from hallucinations, nor is the rate of hallucination negligible enough to ignore with larger models.
This is a fundamental issue with the underlying technology, one that many companies in this space refuse to reckon with.
A lot of "this can be automated with AI!" startups are relying on the basic assumption that hallucinations can be tolerated - cases like this really narrow the field of use cases where that is true.