Papers by Alexander Chernyavskiy
Unleashing the Power of Discourse-Enhanced Transformers for Propaganda Detection (2024.eacl-long)
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| Challenge: | Existing systems focused on the surface words, ignoring the linguistic structure of the texts. |
| Approach: | They propose to use discourse analysis to analyze paragraph-level and token-level classifications and propose a Transformer architecture that can be used to detect propaganda. |
| Outcome: | The proposed system improves on English and Russian texts and shows strong correlations between propaganda instances and discourse spans. |