 The nature of the noisy text produced in all these contexts warrants moving beyond traditional text analysis techniques.Missing punctuation and the use of non-standard words can often hinder standard natural language processing tools such as part-of-speech tagging
and parsing.Techniques to both learn from the noisy data and then to be able to process the noisy data are only now being developed.