Semantics- and Syntax-related Subvectors in the Skip-gram Embeddings

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dc.contributor.author	Tezekbayev, Maxat
dc.date.accessioned	2020-05-04T14:00:16Z
dc.date.available	2020-05-04T14:00:16Z
dc.date.issued	2020
dc.identifier.uri	http://nur.nu.edu.kz/handle/123456789/4597
dc.description.abstract	This project presents that using a modified version of Skip-gram with negative sampling with weight tying proposed by Assylbekov and Takhanov (2019) word embedding of each word can be decomposed into two subvectors: x and y. We empirically showed that xsubvector is more related to the semantic role of the word and y-subvector is more related to the syntactic role of the word.	en_US
dc.language.iso	en	en_US
dc.publisher	Nazarbayev University School of Sciences and Humanities
dc.rights	Attribution-NonCommercial-ShareAlike 3.0 United States	*
dc.rights.uri	http://creativecommons.org/licenses/by-nc-sa/3.0/us/	*
dc.title	Semantics- and Syntax-related Subvectors in the Skip-gram Embeddings	en_US
dc.type	Capstone Project	en_US
dcterms.publisher	Nazarbayev University School of Sciences and Humanities
workflow.import.source	science