I noticed that it "hallucinates" in the most direct sense of the word as the description goes on.
I've found lowering the temperature and disabling the repetition penalty can help [0]. My explanation is that the repetition penalty penalizes the end of sentences and sort of forces the generation to go on instead of stopping.