IEEE - Institute of Electrical and Electronics Engineers, Inc. - Improved estimation for unsupervised part-of-speech tagging

Proceedings of the 2005 12th IEEE International Conference on Natural Language Processing and Knowledge Engineering (IEEE NLP-KE '05)

Author(s): Q.I. Wang ; D. Schuurmans
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 January 2005
Conference Location: Wuhan, China, China
Conference Date: 30 October 2005
Page(s): 219 - 224
ISBN (Paper): 0-7803-9361-9
DOI: 10.1109/NLPKE.2005.1598738
Regular:

We demonstrate that a simple hidden Markov model can achieve state of the art performance in unsupervised part-of-speech tagging, by improving aspects of standard Baum-Welch (EM) estimation. One... View More

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