Expanding the Lexicon for a Resource-Poor Language Using a Morphological Analyzer and a Web Crawler

Michael Gasser


Abstract
Resource-poor languages may suffer from a lack of any of the basic resources that are fundamental to computational linguistics, including an adequate digital lexicon. Given the relatively small corpus of texts that exists for such languages, extending the lexicon presents a challenge. Languages with complex morphology present a special case, however, because individual words in these languages provide a great deal of information about the grammatical properties of the roots that they are based on. Given a morphological analyzer, it is even possible to extract novel roots from words. In this paper, we look at the case of Tigrinya, a Semitic language with limited lexical resources for which a morphological analyzer is available. It is shown that this analyzer applied to the list of more than 200,000 Tigrinya words that is extracted by a web crawler can extend the lexicon in two ways, by adding new roots and by inferring some of the derivational constraints that apply to known roots.
Anthology ID:
L10-1629
Volume:
Proceedings of the Seventh International Conference on Language Resources and Evaluation (LREC'10)
Month:
May
Year:
2010
Address:
Valletta, Malta
Editors:
Nicoletta Calzolari, Khalid Choukri, Bente Maegaard, Joseph Mariani, Jan Odijk, Stelios Piperidis, Mike Rosner, Daniel Tapias
Venue:
LREC
SIG:
Publisher:
European Language Resources Association (ELRA)
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Pages:
Language:
URL:
http://www.lrec-conf.org/proceedings/lrec2010/pdf/926_Paper.pdf
DOI:
Bibkey:
Cite (ACL):
Michael Gasser. 2010. Expanding the Lexicon for a Resource-Poor Language Using a Morphological Analyzer and a Web Crawler. In Proceedings of the Seventh International Conference on Language Resources and Evaluation (LREC'10), Valletta, Malta. European Language Resources Association (ELRA).
Cite (Informal):
Expanding the Lexicon for a Resource-Poor Language Using a Morphological Analyzer and a Web Crawler (Gasser, LREC 2010)
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PDF:
http://www.lrec-conf.org/proceedings/lrec2010/pdf/926_Paper.pdf