Fusible nylon tricot is a good stabilizer for knits -- keeps them soft and does not make them too stiff. Places like JoAnn's sell it in small packages, but I found it to be a lot cheaper to order from an online drapery source. Here is the one I used:
http://www.bblackandsons.com/
Do a search there on "fusible nylon tricot".