Unsupervised clustering methods are attractive since they require no human annotations.
obtaining a few labeled examples for a simple labeling task can be done quickly, especially with crowd sourcing systems such as CrowdFlower and Amazon's Mechanical Turk (Snow et al., 2008;Callison-Burch and Dredze, 2010).