As of 2012 there is a ton of Twitter papers out there, so trying to get an overview is diffucult but these ressources can definitely help you:
Twitter Papers Repository on Mendeley. The mendeley website is a collective source for people to collect research papers for a given topic. It holds an ALWAYS current repository of Twitter papers.
danah boyd did a great work collecting all the twitter papers that are out there.