Another possible benefit I've heard of is it can stop some kinds of voter intimidation:
Someone gets hand of an empty ballot, they fill in the ballot and give it to you and tell you to come back with another empty ballot. Rinse and repeat. Of course, with today's smartphones there are simpler ways to do this. Also moot if you can vote by mail, which is why voting by mail is a really bad idea.