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An attractive alternative is lightly Liu 2005 Chang et al. 2007 Grac a et al. 2007 Quadrianto et al. 2009 Mann and McCallum 2010 Ganchev et al. 2010. Instead we will optimize the objective defined in Mann and McCallum 2007 using only unlabeled data and constraints. For example label regularization Mann and McCallum 2007 Grac a et al. 2007 uses prior knowledge of the expected label distribution to fit a model from large pools of unlabeled instances. In addition to standard document...

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