When do the girls find out that Toby is A on Pretty Little Liars?

They find out who the first A is in Unbelievable. They don't find out who the second A REALLY is until the last book, Wanted
at the end of the season 2 they found out that Mona was A but at season 3 they found out that Alison had a twin named Courtney who was possibly A