Papers by Mykola Trokhymovych
An Open Multilingual System for Scoring Readability of Wikipedia (2024.acl-long)
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| Challenge: | Existing studies on the readability of Wikipedia have focused on English only and there are currently no systems supporting automatic readability assessment of the 300+ languages in Wikipedia. |
| Approach: | They propose a multilingual model to assess Wikipedia's readability using a dataset spanning 14 languages. |
| Outcome: | The proposed model outperforms existing models in a zero-shot scenario and is more accurate than previous benchmarks. |
Graph-Linguistic Fusion: Using Language Models for Wikidata Vandalism Detection (2025.acl-industry)
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| Challenge: | Wikidata is a large open-source structured knowledge base that is used by search engines, robots, and scripts. |
| Approach: | They propose a vandalism detection system for Wikidata that converts edits into a single space using a method called Graph2Text. |
| Outcome: | The proposed system outperforms the current production system and is released under an open license. |