Previous research has demonstrated that standard topic models, essentially focusing on document-level word co-occurrences, are not suitable for short and informal microblog messages because of the severe data sparsity exhibited in short texts (Wang and McCallum 2006;Hong and Davison 2010).
one line of previous work focuses on enriching and exploiting contextual information.