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The Selection of Classifiers for a Data-driven Parser

Jaf, Sardar; Ramsay, Allan; Sharp, Bernadette; Lubaszewski, Wieslaw; Delmonte, Rodolfo

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Authors

Sardar Jaf

Allan Ramsay

Bernadette Sharp

Wieslaw Lubaszewski

Rodolfo Delmonte



Abstract

There is a large number of classifiers that can be used for generating a parse model; i.e., as an oracle for guiding data-driven parsers when parsing natural languages. In this paper we present a general and simple approach for generating a parse model. Additionally, we present a large number of experiments on various classifiers. We also present the effect of various parse models, which are generated from different classifiers, on a data-driven parser to see the way each model contributes to parsing performance.

Citation

Jaf, S., Ramsay, A., Sharp, B., Lubaszewski, W., & Delmonte, R. (2015, September). The Selection of Classifiers for a Data-driven Parser. Presented at The 12th International Workshop on Natural Language Processing and Cognitive Science., Krakow, Poland

Presentation Conference Type Conference Paper (published)
Conference Name The 12th International Workshop on Natural Language Processing and Cognitive Science.
Start Date Sep 22, 2015
End Date Sep 24, 2015
Publication Date Sep 24, 2015
Deposit Date Feb 12, 2016
Publicly Available Date Nov 14, 2016
Pages 39-49
Book Title Natural language processing and cognitive science : proceedings 2015.
Public URL https://durham-repository.worktribe.com/output/1151857
Publisher URL http://nlpcs2015.epi.uj.edu.pl/

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