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Algorithm for constructing six-dimensional tensor for the problem finding hidden semantic relations into the case of natural language texts

The paper presents an algorithm for constructing six-dimensional tensor containing statistical information on the syntactic structure of sentences. Conducting preliminary analysis of natural language texts aids was described. An example of Non-negaitve Tensor Factorization algorithm highlighting com...

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Bibliographic Details
Published in:PROBLEMS IN PROGRAMMING
Date:2025
Issue:2-3
Pages:273-278
ISSN:1727-4907
Author Affiliations:
  • T.G. Voznyuk — Kiev Taras Shevchenko National University
Keywords:text mining, дозволяє семантичним пошуко- вим системам долати багато з недоліків, textmining, статистична структура тексту, part-ofspeech pos tagging, small language models, векторизація тексту, large language models, statistical linguistics, syntactical construction
Main Author: Voznyuk, T.G.
Format: Article
Language:Ukrainian
Published: PROBLEMS IN PROGRAMMING 2025
Subjects:
UDC 681.3
Online Access:https://pp.isofts.kiev.ua/index.php/ojs1/article/view/720
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Journal Title:Problems in programming
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Problems in programming
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Summary:The paper presents an algorithm for constructing six-dimensional tensor containing statistical information on the syntactic structure of sentences. Conducting preliminary analysis of natural language texts aids was described. An example of Non-negaitve Tensor Factorization algorithm highlighting common semantic relations of sentences was given.Prombles in programming 2014; 2-3: 273-278
ISSN:1727-4907

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