Simple Type-Level Unsupervised POS Tagging

@inproceedings{Lee2010SimpleTU,
  title={Simple Type-Level Unsupervised POS Tagging},
  author={Yoong Keok Lee and Aria Haghighi and Regina Barzilay},
  booktitle={EMNLP},
  year={2010}
}
Part-of-speech (POS) tag distributions are known to exhibit sparsity — a word is likely to take a single predominant tag in a corpus. Recent research has demonstrated that incorporating this sparsity constraint improves tagging accuracy. However, in existing systems, this expansion come with a steep increase in model complexity. This paper proposes a simple and effective tagging method that directly models tag sparsity and other distributional properties of valid POS tag assignments. In… CONTINUE READING
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