English

Check News in One Click: NLP-Empowered Pro-Kremlin Propaganda Detection

Computation and Language 2024-01-30 v1

Abstract

Many European citizens become targets of the Kremlin propaganda campaigns, aiming to minimise public support for Ukraine, foster a climate of mistrust and disunity, and shape elections (Meister, 2022). To address this challenge, we developed ''Check News in 1 Click'', the first NLP-empowered pro-Kremlin propaganda detection application available in 7 languages, which provides the lay user with feedback on their news, and explains manipulative linguistic features and keywords. We conducted a user study, analysed user entries and models' behaviour paired with questionnaire answers, and investigated the advantages and disadvantages of the proposed interpretative solution.

Keywords

Cite

@article{arxiv.2401.15717,
  title  = {Check News in One Click: NLP-Empowered Pro-Kremlin Propaganda Detection},
  author = {Veronika Solopova and Viktoriia Herman and Christoph Benzmüller and Tim Landgraf},
  journal= {arXiv preprint arXiv:2401.15717},
  year   = {2024}
}

Comments

Accepted to EACL 2024 System Demonstrations