From my experience..
The stage 2 HR interview is a set of structured questions which are set out, written down and have to be asked in a certain order. The assessors don't enter into conversation with you and you are marked on a scale for each question that is asked.
The stage 3 HR interview is more like a proper interview, dicussive and chatty and more like a conversation than the first one which is similar to an interrogation!