About: Effects of Noun Phrase Bracketing in Dependency Parsing and Machine Translation

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Flat noun phrase structure was, up until recently, the standard in annotation for the Penn Treebanks. With the recent addition of internal noun phrase annotation, dependency parsing and applications down the NLP pipeline are likely affected. Some machine translation systems, such as TectoMT, use deep syntax as a language transfer layer. It is proposed that changes to the noun phrase dependency parse will have a cascading effect down the NLP pipeline and in the end, improve machine translation output, even with a reduction in parser accuracy that the noun phrase structure might cause. This paper examines this noun phrase structure's effect on dependency parsing, in English, with a maximum spanning tree parser and shows a 2.43%, 0.23 Bleu score, improvement for English to Czech machine translation. Flat noun phrase structure was, up until recently, the standard in annotation for the Penn Treebanks. With the recent addition of internal noun phrase annotation, dependency parsing and applications down the NLP pipeline are likely affected. Some machine translation systems, such as TectoMT, use deep syntax as a language transfer layer. It is proposed that changes to the noun phrase dependency parse will have a cascading effect down the NLP pipeline and in the end, improve machine translation output, even with a reduction in parser accuracy that the noun phrase structure might cause. This paper examines this noun phrase structure's effect on dependency parsing, in English, with a maximum spanning tree parser and shows a 2.43%, 0.23 Bleu score, improvement for English to Czech machine translation. (en)
Title	Effects of Noun Phrase Bracketing in Dependency Parsing and Machine Translation Effects of Noun Phrase Bracketing in Dependency Parsing and Machine Translation (en)
skos:prefLabel	Effects of Noun Phrase Bracketing in Dependency Parsing and Machine Translation Effects of Noun Phrase Bracketing in Dependency Parsing and Machine Translation (en)
skos:notation	RIV/00216208:11320/11:10107935!RIV12-MSM-11320___
http://linked.open...avai/riv/aktivita	R
http://linked.open...avai/riv/aktivity	R
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Green, Nathan David
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Karlova v Praze / Matematicko-fyzikální fakulta
http://linked.open...dnocenehoVysledku	196655
http://linked.open...ai/riv/idVysledku	RIV/00216208:11320/11:10107935
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	translation; machine; parsing; dependency; bracketing; phrase; noun; effects (en)
http://linked.open.../riv/klicoveSlovo	dependency effects parsing machine translation bracketing noun phrase
http://linked.open...ontrolniKodProRIV	[39A749C99E7F]
http://linked.open...v/mistoKonaniAkce	Portland, OR, USA
http://linked.open...i/riv/mistoVydani	Portland, OR, USA
http://linked.open...i/riv/nazevZdroje	Proceedings of the ACL 2011 Student Session
http://linked.open...in/vavai/riv/obor	AI
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	1 (xsd:int)
http://linked.open...UplatneniVysledku	2011
http://linked.open...iv/tvurceVysledku	Green, Nathan David
http://linked.open...vavai/riv/typAkce	CST - Celostátní
http://linked.open.../riv/zahajeniAkce	2011-06-19 (xsd:date)
number of pages	6 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Association for Computational Linguistics
https://schema.org/isbn	978-1-932432-89-3
http://localhost/t...ganizacniJednotka	11320

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