We read the following paper on semi-supervised dependency parsing with generative models:
Suzuki, Isozaki, Carreras, Collins, "An Empirical Study of Semi-supervised Structured Conditional Models for Dependency Parsing", EMNLP 2009.
http://www.aclweb.org/anthology-new/D/D09/D09-1058.pdf
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