Enriching Word Embeddings with Global Information and Testing on Highly Inflected language
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F19%3A43956619" target="_blank" >RIV/49777513:23520/19:43956619 - isvavai.cz</a>
Result on the web
<a href="https://www.cys.cic.ipn.mx/ojs/index.php/CyS/article/view/3268" target="_blank" >https://www.cys.cic.ipn.mx/ojs/index.php/CyS/article/view/3268</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.13053/CyS-23-3-3268" target="_blank" >10.13053/CyS-23-3-3268</a>
Alternative languages
Result language
angličtina
Original language name
Enriching Word Embeddings with Global Information and Testing on Highly Inflected language
Original language description
In this paper we evaluate our new approach based on the Continuous Bag-of-Words and Skip-gram models enriched with global context information on highly inflected Czech language and compare it with English results. As a source of information we use Wikipedia, where articles are organized in a hierarchy of categories. These categories provide useful topical information about each article. Both models are evaluated on standard word similarity and word analogy datasets. Proposed models outperform other word representation methods when similar size of training data is used. Model provide similar performance especially with methods trained on much larger datasets.
Czech name
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Czech description
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Classification
Type
J<sub>SC</sub> - Article in a specialist periodical, which is included in the SCOPUS database
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)
Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Computación y Systemas
ISSN
1405-5546
e-ISSN
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Volume of the periodical
23
Issue of the periodical within the volume
3
Country of publishing house
MX - MEXICO
Number of pages
11
Pages from-to
773-783
UT code for WoS article
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EID of the result in the Scopus database
2-s2.0-85076634219