%0 Conference Paper %1 Toutanova03posTagging %A Toutanova, Kristina %A Klein, Dan %A Manning, Christopher D. %A Singer, Yoram %B NAACL '03: Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology %C Morristown, NJ, USA %D 2003 %I Association for Computational Linguistics %K 03 Toutanova pos stanford tagging %P 173--180 %R http://dx.doi.org/10.3115/1073445.1073478 %T Feature-rich part-of-speech tagging with a cyclic dependency network %U http://portal.acm.org/citation.cfm?id=1073445.1073478 %X We present a new part-of-speech tagger that demonstrates the following ideas: (i) explicit use of both preceding and following tag contexts via a dependency network representation, (ii) broad use of lexical features, including jointly conditioning on multiple consecutive words, (iii) effective use of priors in conditional loglinear models, and (iv) fine-grained modeling of unknown word features. Using these ideas together, the resulting tagger gives a 97.24% accuracy on the Penn Treebank WSJ, an error reduction of 4.4% on the best previous single automatically learned tagging result.

@inproceedings{Toutanova03posTagging, abstract = {We present a new part-of-speech tagger that demonstrates the following ideas: (i) explicit use of both preceding and following tag contexts via a dependency network representation, (ii) broad use of lexical features, including jointly conditioning on multiple consecutive words, (iii) effective use of priors in conditional loglinear models, and (iv) fine-grained modeling of unknown word features. Using these ideas together, the resulting tagger gives a 97.24% accuracy on the Penn Treebank WSJ, an error reduction of 4.4% on the best previous single automatically learned tagging result.}, added-at = {2010-03-10T18:39:02.000+0100}, address = {Morristown, NJ, USA}, author = {Toutanova, Kristina and Klein, Dan and Manning, Christopher D. and Singer, Yoram}, biburl = {https://www.bibsonomy.org/bibtex/25b0463528f0366670e9c003ba277df05/lee_peck}, booktitle = {NAACL '03: Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology}, description = {Feature-rich part-of-speech tagging with a cyclic dependency network}, doi = {http://dx.doi.org/10.3115/1073445.1073478}, interhash = {10c3b8e87b2447af2ae27bdee2cdae7f}, intrahash = {5b0463528f0366670e9c003ba277df05}, keywords = {03 Toutanova pos stanford tagging}, location = {Edmonton, Canada}, pages = {173--180}, publisher = {Association for Computational Linguistics}, timestamp = {2010-03-10T18:39:02.000+0100}, title = {Feature-rich part-of-speech tagging with a cyclic dependency network}, url = {http://portal.acm.org/citation.cfm?id=1073445.1073478}, year = 2003 }