The three rounds are played exactly by the same rules, with a full reset between them. Are you setting aside the tiles that don't fit for the rest of the game? They are supposed to be mixed back with the others.
Yes, we do set them aside.
However thanks for pointing this out, because through your reply I discovered that the Dutch (and also the German) rules differ from the English ones.
I opened a new thread to discuss that aspect.