The UNLP 2025 Shared Task on Detecting Social Media Manipulation

This paper presents the results of the UNLP 2025 Shared Task on Detecting Social Media Manipulation.The task included two tracks: Technique Classification and Span Identification.The benchmark dataset contains 9,557 posts from Ukrainian Telegram channels manually annotated by media experts.A total of 51 teams registered, 22 teams submitted systems, and 595 runs were evaluated on a hidden test set via Kaggle.Performance was measured with macro F1 for classification and token-level F1 for identification.The shared task provides the first publicly available benchmark for manipulation detection in Ukrainian social media and highlights promising directions for low-resource propaganda research.The Kaggle leaderboard is left open for further submissions.

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Publication Details

Published
2025-01-01
DOI
https://doi.org/10.18653/v1/2025.unlp-1.12
Primary Topic
Hate Speech and Cyberbullying Detection
Type
article
Field-Weighted Citation Impact
0.00

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article

The UNLP 2025 Shared Task on Detecting Social Media Manipulation

Roman Kyslyi, Nataliia Romanyshyn, Volodymyr Sydorskyi
Hate Speech and Cyberbullying Detection
article

The UNLP 2025 Shared Task on Detecting Social Media Manipulation

Roman Kyslyi, Nataliia Romanyshyn, Volodymyr Sydorskyi
article en

Abstract

This paper presents the results of the UNLP 2025 Shared Task on Detecting Social Media Manipulation.The task included two tracks: Technique Classification and Span Identification.The benchmark dataset contains 9,557 posts from Ukrainian Telegram channels manually annotated by media experts.A total of 51 teams registered, 22 teams submitted systems, and 595 runs were evaluated on a hidden test set via Kaggle.Performance was measured with macro F1 for classification and token-level F1 for identification.The shared task provides the first publicly available benchmark for manipulation detection in Ukrainian social media and highlights promising directions for low-resource propaganda research.The Kaggle leaderboard is left open for further submissions.

Universidad Nacional de La Plata
Reduced inequalities
Openalex Percentile: Top 90%
Hate Speech and Cyberbullying Detection
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