Problem with an NLP parser is since twitter restricts to 140 characters a lot of people don't post proper grammatically correct sentences. This makes the parser much more complex since the parser will then have to guess the intended meaning. A tweet like "Jeff Goldblum???" would be almost impossible for the parser to understand.