Even an unsupervised model based on these constraints provides substantial gains over feature-based models for most AZ categories.
recent work has shown that explicit declaration of domain and expert knowledge can be highly useful for structured NLP tasks such as parsing, POS tagging and information extraction (Chang et al., 2007;Ganchev et al., 2010).