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Title:Vpliv osnovne prevodne enote na kakovost nevronskih strojnih prevodov : magistrsko delo
Authors:ID Gril, Lucija (Author)
ID Sepesy Maučec, Mirjam (Mentor) More about this mentor... New window
ID Donaj, Gregor (Comentor)
Files:.pdf MAG_Gril_Lucija_2021.pdf (1,71 MB)
MD5: 60BA8CD06BC2CDFFC9E64903EABF84AC
PID: 20.500.12556/dkum/6407b9f3-867c-4c58-9b7f-a044e9da95a4
 
Language:Slovenian
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:V začetku magistrske naloge je predstavljeno strojno prevajanje, njegov razvoj in področja, kjer se lahko uporablja. Predstavljeno je tudi nevronsko strojno prevajanje in njegove arhitekture. V nadaljevanju spoznamo morfološke lastnosti slovenščine in nekaj alternativnih rešitev za reševanje problemov pri prevajanju pregibnega jezika. Narejen je poskus prevajanja iz slovenščine v angleščino in iz angleščine v slovenščino z različno velikim korpusom Paracrawl in različno velikimi slovarji. Uporabljeni so besedni slovarji in slovarji s pod-besednimi enotami, ki so dobljeni s postopkom razcepljanja kodiranja zlogovnih parov – BPE. V zaključku naloge so predstavljeni rezultati in komentarji rezultatov.
Keywords:nevronsko strojno prevajanje, BPE, osnovna prevodna enota
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[L. Gril]
Year of publishing:2021
Number of pages:X, 65 str.
PID:20.500.12556/DKUM-80740 New window
UDC:004.032.26:81\'322.4(043.2)
COBISS.SI-ID:90320131 New window
Publication date in DKUM:16.12.2021
Views:1168
Downloads:96
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Licences

License:CC BY-NC-ND 4.0, Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Link:http://creativecommons.org/licenses/by-nc-nd/4.0/
Description:The most restrictive Creative Commons license. This only allows people to download and share the work for no commercial gain and for no other purposes.
Licensing start date:06.10.2021

Secondary language

Language:English
Title:The impact of basic translation unit on the quality of neural machine translation
Abstract:At the beginning of my master’s thesis, we presented what machine translation is, how it has been developed and where it can be used. We also presented neural machine translation and its architectures. In the continuation of the thesis we represented morphological properties of Slovene and some alternative solutions for solving problems in translating an inflected language. We made some translating experiments from Slovene to English and from English to Slovene with corpus Paracrawl of different sizes and dictionaries of different sizes. We use dictionaries of words and dictionaries of sub-word units. For sub-wording, we use byte pair encoding – BPE. In conclusion, we presented the results and commented them.
Keywords:neural machine translation, BPE, basic translation unit


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