The model has been shown to work in unsupervised tasks such as POS induction (Smith and Eisner, 2005a), grammar induction (Smith and Eisner, 2005b), and morphological segmentation (Poon et al., 2009), where good neighborhoods can be identified.
it is less intuitive what constitutes a good neighborhood in this task.