There exists some work to remove noise from SMS (Choudhury et al., 2007) (Byun et al., 2008) (Aw et al., 2006) (Neef et al., 2007 (Kobus et al., 2008).
all of these techniques require an aligned corpus of SMS and conventional language for training.