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Hits 1 – 3 of 3
1
Memory-Based Dependency Parsing
Joakim Nivre
;
Johan Hall
;
Jens Nilsson
In: http://cnts.uia.ac.be/conll2004/pdf/04956niv.pdf (2004)
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2
Multiword units in syntactic parsing
Joakim Nivre
;
Jens Nilsson
In: http://stp.lingfil.uu.se/~nivre/docs/mwu.pdf (2004)
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3
Memory-based dependency parsing
Joakim Nivre
;
Johan Hall
;
Jens Nilsson
In: http://stp.lingfil.uu.se/~nivre/docs/mbdp.pdf (2004)
Abstract:
This paper reports the results of experiments using memory-based learning to guide a deterministic dependency parser for unrestricted natural language text. Using data from a small treebank of Swedish, memory-based classifiers for predicting the next action of the parser are constructed. The accuracy of a classifier as such is evaluated on held-out data derived from the treebank, and its performance as a parser guide is evaluated by parsing the held-out portion of the treebank. The evaluation shows that memory-based learning gives a signficant improvement over a previous probabilistic model based on maximum conditional likelihood estimation and that the inclusion of lexical features improves the accuracy even further. 1
URL:
http://stp.lingfil.uu.se/~nivre/docs/mbdp.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.296.8814
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