Check News in One Click: NLP-Empowered Pro-Kremlin Propaganda Detection
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arXiv
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| Main Authors: | , , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866911766357737472 |
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| author | Solopova, Veronika Herman, Viktoriia Benzmüller, Christoph Landgraf, Tim |
| author_facet | Solopova, Veronika Herman, Viktoriia Benzmüller, Christoph Landgraf, Tim |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2401_15717 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Check News in One Click: NLP-Empowered Pro-Kremlin Propaganda Detection Solopova, Veronika Herman, Viktoriia Benzmüller, Christoph Landgraf, Tim Computation and Language 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. |
| title | Check News in One Click: NLP-Empowered Pro-Kremlin Propaganda Detection |
| topic | Computation and Language |
| url | https://arxiv.org/abs/2401.15717 |