Most previous summarization studies focus on the well-formatted news documents, as driven by the annual DUC 2 and TAC 3 evaluations.
the Twitter messages (a.k.a., tweets) are very short and noisy, containing nonstandard terms such as abbreviations, acronyms, emoticons, etc.