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Wojtasik, Konrad; Janz, Arkadiusz; Alberski, Bartłomiej and Piasecki, Maciej, 2023, Wordnet for Definition Augmentation with Encoder-Decoder Architecture, CLARIN-PL Repository, http://hdl.handle.net/11321/1003.
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dc.contributor.authorWojtasik, Konrad
dc.contributor.authorJanz, Arkadiusz
dc.contributor.authorAlberski, Bartłomiej
dc.contributor.authorPiasecki, Maciej
dc.date.accessioned2025-12-17T10:32:46Z
dc.date.available2025-12-17T10:32:46Z
dc.date.issued2023-01-01
dc.descriptionData augmentation is a difficult task in Natural Language Processing. Simple methods that can be relatively easily applied in other domains like insertion, deletion or substitution, mostly result in changing the sentence meaning significantly and obtaining an incorrect example. Wordnets are potentially a perfect source of rich and high quality data that when integrated with the powerful capacity of generative models can help to solve this complex task. In this work, we use plWordNet, which is a wordnet of the Polish language, to explore the capability of encoder-decoder architectures in data augmentation of sense glosses. We discuss the limitations of generative methods and perform qualitative review of generated data samples.
dc.identifier.urihttp://hdl.handle.net/11321/1003
dc.language.isoeng
dc.language.isopol
dc.publisherGlobal Wordnet Association
dc.rightsCreative Commons - Attribution 4.0 International (CC BY 4.0)
dc.rights.labelCC
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectwordnet
dc.subjectplWordNet
dc.subjectSłowosieć
dc.subjectnatural language processing
dc.subjectdefinition augmentation
dc.titleWordnet for Definition Augmentation with Encoder-Decoder Architecture
dc.typelanguageDescription
local.contact.personAlicja Derych alicja.derych@pwr.edu.pl Politechnika Wrocławska
local.files.count1
local.files.size233242
local.has.filesyes
local.language.nameEnglish
local.language.namePolish
metashare.ResourceInfo#ContentInfo.detailedTypeother
metashare.ResourceInfo#ContentInfo.mediaTypetext

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