Except when they cite sources that do not say the thing that they attribute to the source, which is more often than not when I go to investigate sources.
I have never myself seen a situation where cited sources on Wikipedia did not back it up where that fact wasn't already noticed and called out by someone else. It is a frequent and common occurrence with LLMs.