Semantics- and Syntax-related Subvectors in the Skip-gram Embeddings
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.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.identifier.uri | http://nur.nu.edu.kz/handle/123456789/4597 | |
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 |
Files
Original bundle
1 - 1 of 1
Loading...
- Name:
- Capstone_Project_Maxat_Tezekbayev.pdf
- Size:
- 302.11 KB
- Format:
- Adobe Portable Document Format
- Description:
License bundle
1 - 1 of 1
No Thumbnail Available
- Name:
- license.txt
- Size:
- 6.28 KB
- Format:
- Item-specific license agreed upon to submission
- Description: