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Bayesian models are usually learned using batch algorithms that have to iterate multiple times over the full dataset. This is both com- putationally expensive and, from a cognitive point of …...

Automatically inducing the syntactic part- of-speech categories for words in text is a fundamental task in Computational Linguistics. While the performance of unsupervised tagging models has been slowly improving, current …...