Modeling Linguistic Imprints of War Propaganda in a Russian Wikipedia Fork: A Comparative Analysis with the Original Wikipedia

Anastasiia Vestel, Stefania Degaetano-Ortlieb


Abstract
Although Wikipedia aspires to provide neutral information, alternative versions can be used for political manipulation. This paper analyzes how narratives about the Russo-Ukrainian War are linguistically reframed in a Russian Wikipedia Fork compared to the original Russian Wikipedia. Using Kullback-Leibler Divergence on a corpus of war-related edits in more than 13,000 articles, we identify key differences between the two versions. While the original Wikipedia features Ukrainian references and administrative details, direct war terminology, and Ukraine’s territorial designation, governance, and statehood, RWFork replaces or removes these elements, emphasizing reassignment of Ukrainian territories to Russia, favoring euphemistic war language, renaming locations, and recognizing Russia-backed DPR and LPR. These patterns closely align RWFork with demobilizational strategies observed in pro-Kremlin media.
Anthology ID:
2026.latechclfl-1.20
Volume:
Proceedings of the 10th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature 2026
Month:
March
Year:
2026
Address:
Rabat, Morocco
Editors:
Diego Alves, Yuri Bizzoni, Stefania Degaetano-Ortlieb, Anna Kazantseva, Janis Pagel, Stan Szpakowicz
Venues:
LaTeCH-CLfL | WS
SIG:
SIGHUM
Publisher:
Association for Computational Linguistics
Note:
Pages:
212–220
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https://preview.aclanthology.org/ingest-eacl/2026.latechclfl-1.20/
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Cite (ACL):
Anastasiia Vestel and Stefania Degaetano-Ortlieb. 2026. Modeling Linguistic Imprints of War Propaganda in a Russian Wikipedia Fork: A Comparative Analysis with the Original Wikipedia. In Proceedings of the 10th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature 2026, pages 212–220, Rabat, Morocco. Association for Computational Linguistics.
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Modeling Linguistic Imprints of War Propaganda in a Russian Wikipedia Fork: A Comparative Analysis with the Original Wikipedia (Vestel & Degaetano-Ortlieb, LaTeCH-CLfL 2026)
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