Development of a semantic and syntactic model of natural language by means of non-negative matrix and tensor factorization

A method of developing a structural model of natural language syntax and semantics is proposed. Syntactic and semantic relations between parts of a sentence are presented in a form of a recursive structure called a control space. Numerical characteristics of these data are stored in multidimensional...

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Bibliographic Details
Published in:PROBLEMS IN PROGRAMMING
Date:2025
Issue:2-3
Pages:263-272
ISSN:1727-4907
Author Affiliations:
  • O.O. Marchenko — Kiev Taras Shevchkenko National University
Keywords:large language models, small language models, syntactical construction, semantics, syntactical ambiguity, statistical linguistics, generalized derivative, с-means, text mining, синтаксична структура
Main Author: Marchenko, O.O.
Format: Article
Language:Ukrainian
Published: PROBLEMS IN PROGRAMMING 2025
Subjects:
Online Access:https://pp.isofts.kiev.ua/index.php/ojs1/article/view/719
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Journal Title:Problems in programming
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Problems in programming