For most Natural Language Processing (NLP) tasks, obtaining sufficient annotated text for training accurate models is a critical bottleneck.
active learning has been applied to NLP tasks to minimise the expense of annotating data (Thompson et al., 1999;Tong and Koller, 2001; Settles and Craven, 2008).