I don't like them either. It just takes me out of the experience when, say, a character that in my head is good at persuasion fails every other persuasion check. Doesn't help that rerolls, for some reason, fail 8 times out of 10, even with 'easy' rolls (and sometimes they give the same bad number a few times on a row)