Morphological annotation of the Slovak language in the Spacy library with the pretraining

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F22%3A8TQ38EXA" target="_blank" >RIV/00216208:11320/22:8TQ38EXA - isvavai.cz</a>

Result on the web

<a href="https://doi.org/10.1109/RADIOELEKTRONIKA54537.2022.9764935" target="_blank" >https://doi.org/10.1109/RADIOELEKTRONIKA54537.2022.9764935</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1109/RADIOELEKTRONIKA54537.2022.9764935" target="_blank" >10.1109/RADIOELEKTRONIKA54537.2022.9764935</a>

Result language

angličtina

Original language name

Morphological annotation of the Slovak language in the Spacy library with the pretraining

Original language description

We created a Slovak language model in the Spacy library. When creating the model, we used pretraining and training in the Spacy library. During the pretraining, we used Fasttext vectors and the text we collected. We used data from Slovak Dependency Treebank during the training. We created a model with an accuracy of 86.249%. We also examined the effect of pretraining on the model. All achieved results are described in the final part.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

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Continuities

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Publication year

2022

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

2022 32nd International Conference Radioelektronika (RADIOELEKTRONIKA)

ISBN

978-1-72818-686-3

ISSN

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e-ISSN

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Number of pages

4

Pages from-to

227-230

Publisher name

IEEE

Place of publication

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Event location

Kosice, Slovakia

Event date

Jan 1, 2022

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

000856002200048