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Minimized models for unsupervised part-of-speech tagging

ACL/IJCNLP, (2009): 504-512

Cited: 98|Views30
EI

Abstract

We describe a novel method for the task of unsupervised POS tagging with a dictionary, one that uses integer programming to explicitly search for the smallest model that explains the data, and then uses EM to set parameter values. We evaluate our method on a standard test corpus using different standard tagsets (a 45-tagset as well as a s...More

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