Most previous work on normalization of social media text focused on word substitution (Beaufort et al., 2010;Gouws et al., 2011;Han and Baldwin, 2011;Liu et al., 2012).
we argue that some other normalization operations besides word substitution are also critical for subsequent natural language processing (NLP) applications, such as missing word recovery (e.g., zero pronouns) and punctuation correction.