Automatic Classification of Ukrainian Texts by Functional Styles

Authors

  • M.A. Muzychuk National Technical University of Ukraine "Igor Sikorsky Kyiv Politechnic Institute"
  • T.M. Zabolotnia National Technical University of Ukraine "Igor Sikorsky Kyiv Politechnic Institute"

DOI:

https://doi.org/10.15407/intechsys.2025.02.090

Keywords:

functional style, stylemetry, vectorization, machine learning, classification

Abstract

The proposed multilevel method for classifying Ukrainian texts by functional style combines statistical analysis, keyword analysis, and contextual analysis based on the BERT model, which accounts for semantic and contextual dependencies in the text.

The results support the hypothesis that combining contextual features (generated by BERT) with statistical style parameters yields the highest classification accuracy. This highlights the advantage of the proposed model for tasks requiring high precision and stability in identifying functional text styles.

References

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Published

2025-07-17

How to Cite

Muzychuk, M., & Zabolotnia, T. (2025). Automatic Classification of Ukrainian Texts by Functional Styles. Information Technologies and Systems, 2(2), 90–97. https://doi.org/10.15407/intechsys.2025.02.090

Issue

Section

Intellectual Information Technologies