| dc.contributor.author |
Baldwin, Timothy. |
| dc.contributor.author |
Bond, Francis. |
| dc.date.accessioned |
2011-06-13T07:16:43Z |
| dc.date.available |
2011-06-13T07:16:43Z |
| dc.date.copyright |
2003 |
| dc.date.issued |
2011-06-13T07:16:43Z |
| dc.identifier.citation |
Baldwin, T., & Bond, F. (2003). A plethora of methods for learning English countability. Proceedings of 2003 Conference on Empirical Methods in Natural Language Processing: EMNLP 2003, 73-80. |
| dc.identifier.uri |
http://hdl.handle.net/10220/6822 |
| dc.description.abstract |
This paper compares a range of methods
for classifying words based on linguistic
diagnostics, focusing on the task of
learning countabilities for English nouns.
We propose two basic approaches to
feature representation: distribution-based
representation, which simply looks at
the distribution of features in the corpus
data, and agreement-based representation
which analyses the level of tokenwise
agreement between multiple preprocessor
systems. We additionally compare
a single multiclass classifier architecture
with a suite of binary classifiers,
and combine analyses from multiple preprocessors.
Finally, we present and evaluate
a feature selection method. |
| dc.format.extent |
8 p. |
| dc.language.iso |
en |
| dc.rights |
© 2003 ACL. This is the author created version of a work that has been peer reviewed and accepted for publication by Proceedings of 2003 Conference on Empirical Methods in Natural Language Processing: EMNLP 2003, Association for Computational Linguistics. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [DOI: http://dx.doi.org/10.3115/1119355.1119365]. |
| dc.subject |
DRNTU::Humanities::Linguistics::Sociolinguistics::Computational linguistics. |
| dc.title |
A plethora of methods for learning English countability. |
| dc.type |
Conference Paper |
| dc.contributor.conference |
Proceedings of the 2003 Conference on Empirical Methods in Natural Language Processing: EMNLP 2003 |
| dc.contributor.school |
School of Humanities and Social Sciences |
| dc.identifier.doi |
http://dx.doi.org/10.3115/1119355.1119365 |
| dc.description.version |
Accepted version |
| dc.identifier.rims |
155551 |