On the complexity of non-projective data-driven dependency parsing
R. McDonald, and G. Satta. Proceedings of the 10th International Conference on Parsing Technologies, page 121--132. Stroudsburg, PA, USA, Association for Computational Linguistics, (2007)
Abstract
In this paper we investigate several non-projective parsing algorithms for dependency parsing, providing novel polynomial time solutions under the assumption that each dependency decision is independent of all the others, called here the edge-factored model. We also investigate algorithms for non-projective parsing that account for nonlocal information, and present several hardness results. This suggests that it is unlikely that exact non-projective dependency parsing is tractable for any model richer than the edge-factored model.
Description
On the complexity of non-projective data-driven dependency parsing
%0 Conference Paper
%1 mcDonald2007
%A McDonald, Ryan
%A Satta, Giorgio
%B Proceedings of the 10th International Conference on Parsing Technologies
%C Stroudsburg, PA, USA
%D 2007
%I Association for Computational Linguistics
%K dependency english example grammar non non-projective projective projectivity scheduled sentence
%P 121--132
%T On the complexity of non-projective data-driven dependency parsing
%U http://dl.acm.org/citation.cfm?id=1621410.1621426
%X In this paper we investigate several non-projective parsing algorithms for dependency parsing, providing novel polynomial time solutions under the assumption that each dependency decision is independent of all the others, called here the edge-factored model. We also investigate algorithms for non-projective parsing that account for nonlocal information, and present several hardness results. This suggests that it is unlikely that exact non-projective dependency parsing is tractable for any model richer than the edge-factored model.
%@ 978-1-932432-90-9
@inproceedings{mcDonald2007,
abstract = {In this paper we investigate several non-projective parsing algorithms for dependency parsing, providing novel polynomial time solutions under the assumption that each dependency decision is independent of all the others, called here the edge-factored model. We also investigate algorithms for non-projective parsing that account for nonlocal information, and present several hardness results. This suggests that it is unlikely that exact non-projective dependency parsing is tractable for any model richer than the edge-factored model.},
acmid = {1621426},
added-at = {2012-10-22T00:09:56.000+0200},
address = {Stroudsburg, PA, USA},
author = {McDonald, Ryan and Satta, Giorgio},
biburl = {https://www.bibsonomy.org/bibtex/2171233763fbbe510d06ff306fbdb52fd/jil},
booktitle = {Proceedings of the 10th International Conference on Parsing Technologies},
description = {On the complexity of non-projective data-driven dependency parsing},
interhash = {f04f4385140e31a74060f8873c427b1d},
intrahash = {171233763fbbe510d06ff306fbdb52fd},
isbn = {978-1-932432-90-9},
keywords = {dependency english example grammar non non-projective projective projectivity scheduled sentence},
location = {Prague, Czech REpublic},
numpages = {12},
pages = {121--132},
publisher = {Association for Computational Linguistics},
series = {IWPT '07},
timestamp = {2013-11-23T20:11:51.000+0100},
title = {On the complexity of non-projective data-driven dependency parsing},
url = {http://dl.acm.org/citation.cfm?id=1621410.1621426},
year = 2007
}