About: Robust Multilingual Statistical Morphological Generation Models

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://aclweb.org/anthology/P/P13/P13-3023.pdf
Description	We present a novel method of statistical morphological generation, i.e. the prediction of inflected word forms given lemma, part-of-peech and morphological features, aimed at robustness to unseen inputs. Our system uses a trainable classifier to predict %22edit scripts%22 that are then used to transform lemmas into inflected word forms. Suffixes of lemmas are included as features to achieve robustness. We evaluate our system on 6 languages with a varying degree of morphological richness. The results show that the system is able to learn most morphological phenomena and generalize to unseen inputs, producing significantly better results than a dictionary-based baseline. We present a novel method of statistical morphological generation, i.e. the prediction of inflected word forms given lemma, part-of-peech and morphological features, aimed at robustness to unseen inputs. Our system uses a trainable classifier to predict %22edit scripts%22 that are then used to transform lemmas into inflected word forms. Suffixes of lemmas are included as features to achieve robustness. We evaluate our system on 6 languages with a varying degree of morphological richness. The results show that the system is able to learn most morphological phenomena and generalize to unseen inputs, producing significantly better results than a dictionary-based baseline. (en)
Title	Robust Multilingual Statistical Morphological Generation Models Robust Multilingual Statistical Morphological Generation Models (en)
skos:prefLabel	Robust Multilingual Statistical Morphological Generation Models Robust Multilingual Statistical Morphological Generation Models (en)
skos:notation	RIV/00216208:11320/13:10194629!RIV14-MSM-11320___
http://linked.open...avai/predkladatel	Matematicko-fyzikální fakulta
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(LK11221)
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Dušek, Ondřej Jurčíček, Filip
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	103165
http://linked.open...ai/riv/idVysledku	RIV/00216208:11320/13:10194629
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	models; generation; morphological; statistical; multilingual; robust (en)
http://linked.open.../riv/klicoveSlovo	robust morphological multilingual models generation statistical
http://linked.open...ontrolniKodProRIV	[DDBD36471EBB]
http://linked.open...v/mistoKonaniAkce	Sofija, Bulgaria
http://linked.open...i/riv/mistoVydani	Sofija, Bulgaria
http://linked.open...i/riv/nazevZdroje	51st Annual Meeting of the Association for Computational Linguistics Proceedings of the Student Research Workshop
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Development of statistical methods for spoken dalogue systems
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Dušek, Ondřej Jurčíček, Filip
http://linked.open...vavai/riv/typAkce	CST - Celostátní
http://linked.open.../riv/zahajeniAkce	2013-08-05 (xsd:date)
number of pages	7 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Association for Computational Linguistics
https://schema.org/isbn	978-1-937284-53-4
http://localhost/t...ganizacniJednotka	11320

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