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Statements

Subject Item
n2:RIV%2F00216208%3A11320%2F13%3A10194807%21RIV14-MSM-11320___
rdf:type
skos:Concept n8:Vysledek
dcterms:description
Joint morphological and syntactic analysis has been proposed as a way of improving parsing accuracy for richly inflected languages. Starting from a transition-based model for joint part-of-speech tagging and dependency parsing, we explore different ways of integrating morphological features into the model. We also investigate the use of rule-based morphological analyzers to provide hard or soft lexical constraints and the use of word clusters to tackle the sparsity of lexical features. Evaluation on five morphologically rich languages (Czech, Finnish, German, Hungarian, and Russian) shows consistent improvements in both morphological and syntactic accuracy for joint prediction over a pipeline model, with further improvements thanks to lexical constraints and word clusters. The final results improve the state of the art in dependency parsing for all languages. Joint morphological and syntactic analysis has been proposed as a way of improving parsing accuracy for richly inflected languages. Starting from a transition-based model for joint part-of-speech tagging and dependency parsing, we explore different ways of integrating morphological features into the model. We also investigate the use of rule-based morphological analyzers to provide hard or soft lexical constraints and the use of word clusters to tackle the sparsity of lexical features. Evaluation on five morphologically rich languages (Czech, Finnish, German, Hungarian, and Russian) shows consistent improvements in both morphological and syntactic accuracy for joint prediction over a pipeline model, with further improvements thanks to lexical constraints and word clusters. The final results improve the state of the art in dependency parsing for all languages.
dcterms:title
Joint Morphological and Syntactic Analysis for Richly Inflected Languages Joint Morphological and Syntactic Analysis for Richly Inflected Languages
skos:prefLabel
Joint Morphological and Syntactic Analysis for Richly Inflected Languages Joint Morphological and Syntactic Analysis for Richly Inflected Languages
skos:notation
RIV/00216208:11320/13:10194807!RIV14-MSM-11320___
n8:predkladatel
n9:orjk%3A11320
n3:aktivita
n10:P
n3:aktivity
P(LH12093)
n3:cisloPeriodika
1
n3:dodaniDat
n15:2014
n3:domaciTvurceVysledku
n13:9997180
n3:druhVysledku
n19:J
n3:duvernostUdaju
n14:S
n3:entitaPredkladatele
n12:predkladatel
n3:idSjednocenehoVysledku
81946
n3:idVysledku
RIV/00216208:11320/13:10194807
n3:jazykVysledku
n16:eng
n3:klicovaSlova
languages; inflected; richly; analysis; syntactic; morphological; joint
n3:klicoveSlovo
n7:inflected n7:syntactic n7:morphological n7:joint n7:languages n7:analysis n7:richly
n3:kodStatuVydavatele
US - Spojené státy americké
n3:kontrolniKodProRIV
[CFBD0D56B57F]
n3:nazevZdroje
Transactions of the Association for Computational Linguistics
n3:obor
n11:AI
n3:pocetDomacichTvurcuVysledku
1
n3:pocetTvurcuVysledku
6
n3:projekt
n17:LH12093
n3:rokUplatneniVysledku
n15:2013
n3:svazekPeriodika
1
n3:tvurceVysledku
Hajič, Jan Boguslavsky, Igor Bohnet, Bernd Ginter, Filip Farkas, Richard Nivre, Joakim
s:issn
2307-387X
s:numberOfPages
14
n18:organizacniJednotka
11320