Natural language processing and understanding systems such as Machine Translation, Information Extraction and Text-to-Speech are usually trained and optimized for clean data; therefore such systems would face a challenging problem with social media text.
in principal, this is similar to using random walks for semi-supervised label propagation which has been introduced in (Szummer and Jaakkola, 2002) and then used in many other applications.