The work on (Han et al., 2012) trains a classifier to decide whether to normalize a word or not, but is still preconditioned on the fact that the word in question is OOV.
lexical variants, such as, 4 and u, with the standard forms for and you, are left untreated, since they occur in other contexts, such as u in u s a.