A Second-Order Joint Eisner Model for Syntactic and Semantic Dependency Parsing
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BibTeX
@MISC{Lluís_asecond-order,
author = {Xavier Lluís and Stefan Bott and Lluís Màrquez},
title = {A Second-Order Joint Eisner Model for Syntactic and Semantic Dependency Parsing},
year = {}
}
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Abstract
We present a system developed for the CoNLL-2009 Shared Task (Hajič et al., 2009). We extend the Carreras (2007) parser to jointly annotate syntactic and semantic dependencies. This state-of-the-art parser factorizes the built tree in second-order factors. We include semantic dependencies in the factors and extend their score function to combine syntactic and semantic scores. The parser is coupled with an on-line averaged perceptron (Collins, 2002) as the learning method. Our averaged results for all seven languages are 71.49 macro F1, 79.11 LAS and 63.06 semantic F1. 1
