| Vol-3976 urn:nbn:de:0074-3976-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# CLW-CoLInS 2025
Computational Linguistics Workshop at CoLInS 2025

### Proceedings of the Computational Linguistics Workshop (CLW-CoLInS 2025) at the 9th International Conference on Computational Linguistics and Intelligent Systems (CoLInS 2025)

### Kharkiv, Ukraine, May 15-16, 2025.

Edited by

### Nina Khairova*
Victoria Vysotska**
Natalia Grabar***
Thierry Hamon****
Nina Rizun*****

* Umeå University, Sweden
** Lviv Polytechnic National University, Ukraine
*** CNRS UMR 8163 STL, France
**** LIMSI-CNRS & Université Paris 13, France
***** Gdansk University of Technology, Poland

## Table of Contents

- Preface
  Summary: There were 36 papers submitted for peer-review to this workshop. Out of these, 16 papers were accepted for this volume, 16 as regular papers and 0 as short papers.
- Improving GEC based on combining algorithmic approach and sequence-to-edit model 1-10
  Yevgeniy Bodyanskiy, Maksym Kharchenko, Nataliya Ryabova
- Program clones detection as natural language texts fragments based on constructive-synthesizing modeling 11-22
  Viktor Shynkarenko, Olena Kuropiatnyk, Inna Demidovich
- AI for speaking skills assessment in foreign language acquisition 23-42
  Olha Yanholenko, Antonina Badan, Nunu Akopiants, Nataliia Onishchenko
- Person name disambiguation in news articles: a hybrid method for enhancing entity resolution in Russia-Ukraine war coverage 43-54
  Nina Khairova, Anastasiia Mozghova
- Subsystem for text-based emotional state analysis in a digital scientific community 55-68
  Andriy Kovalenko, Igor Ruban, Olesia Barkovska, Vladyslav Kholiev
- A dual-layered artificial intelligence solution for classifying disinformation in socially oriented systems 69-81
  Sergiy Yakovlev, Artem Khovrat, Volodymyr Kobziev
- Parsing technique in computer lexicography (case of Spanish dictionary DLE 23) 82-91
  Vasyl Lytvyn, Yevhen Kupriianov, Iryna Ostapova, Mykyta Yablochkov
- Exploring semantic similarity in English learners' texts through topic modelling 92-106
  Natalia Grabar, Olena Yurchenko, Olga Cherednichenko, Arsenii Lukashevskyi
- Improving model explainability in dynamic facial expression recognition for hybrid intellectual systems 107-121
  Victoria Vysotska, Kirill Smelyakov, Anastasiya Chupryna, Anastasiia Kochkina, Ganna Pliekhova, Anton Naumov
- A document-oriented LMS with integrated text classification for gender equality assessment 122-138
  Olga Cherednichenko, Glib Tereshchenko, Iryna Kyrychenko, Oleksandr Shanidze, Anzhelika Vorzhevitina
- Detecting political manipulations techniques in Internet posts: thresholds auto-selection in multiclass decision space 139-155
  Iurii Krak, Maryna Molchanova, Olexander Mazurets, Volodymyr Didur, Valeriia Klimenko, Olena Sobko, Olexander Barmak
- Improving sentiment analysis of Ukrainian-language content by applying a rule-based approach 156-173
  Taras Basyuk, Anton Lomovatskyi
- Computational approaches to semantic frame modeling: frequency and statistical analysis of nonverbal experience in war fiction 174-194
  Ivan Bekhta, Oksana Melnychuk, Iryna Dilai, Olesya Tatarovska
- Quantum Cryptographic Systems for Protecting Digitized Data 195-205
  Lyubomyr Chyrun, Alona Dorozhynska, Sergiy Dorozhynskyy
- Method for post-traumatic stress disorder manifestation analyzing in text content 206-218
  Iurii Krak, Oleksandr Ovcharuk, Olexander Mazurets, Maryna Molchanova, Olena Sobko, Olena Tyschenko, Olexander Barmak
- Theoretical and applied bases of creating a system for automatic phraseological units classification in English texts based on the artificial intelligence technologies usage 219-233
  Mikolaj Karpinski, Liudmyla Borovyk, Serhii Lienkov, Vitalii Savchenko, Iryna Panibrat, Vadym Sobko

2025-06-08: submitted by Victoria Vysotska, metadata incl. bibliographic data published under Creative Commons CC0
2025-06-13: published on CEUR-WS.org |valid HTML5|