Detecting and reasoning about the certainty of propositional content has been identified as a key task for information extraction, and is now supported by the FactBank corpus of annotations for newstext (Saurí and Pustejovsky, 2009).
investigating the factuality judgments formed in response to such tweets is clearly an important problem for future research, but is outside the scope of this paper.