Many sources of information contain inaccuracies, either known at the time of publication or learned afterward.
Education involves doing some fact checking and critical thinking. Regardless of the strength of the original source.
It seems like using LLMs in any serious way will require a variety of techniques to mitigate their new, unique reasons for being unreliable.
Perhaps a “chain of model provenance” becomes an important one of these.