There's a list of 7776 words, everyone knows what words are on the list. I suspect that sometimes people re-roll because they don't like a word or don't think they'll remember it. But I don't that that makes much difference.
This is strongly discouraged, and it does matter. The words are supposed to be random, but re-rolling makes them not random.
