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But what exactly does this product do that you can’t from just parsing the stream?

Besides, the problem with hallucinations is the unknown unknowns: if what you’re doing is easily verifiable (like parsing JSON or checking valid chess moves) it’s trivial. But what if you don’t know the answer yourself? Then it’s basically impossible to solve.

I didn’t understand quite the point of the claims from end of the page. Surely automatic cars or health/banking services don’t use language models for anything important. Everyone knows those hallucinate. ML is lot better alternative.

So you have to be able to identify a priori what is and isn't an hallucination right?

There’s a more generalizable work on this recently for those expecting more. https://github.com/leochlon/hallbayes

is this satire?