Because there is little available training data, and because social media language changes rapidly (Eisenstein, 2013b), fully supervised training is generally not considered appropriate for this task.
due to the extremely high-dimensional output space -arbitrary sequences of words across the vocabulary -it is a very challenging problem for unsupervised learning.