SemEval-2025 Task 7: Multilingual and Crosslingual Fact-Checked Claim Retrieval

May 15, 2025 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Qiwei Peng, Robert Moro, Michal Gregor, Ivan Srba, Simon Ostermann, Marian Simko, Juraj Podrouลพek, Matรบลก Mesarฤรญk, Jaroslav Kopฤan, Anders Sรธgaard arXiv ID 2505.10740 Category cs.CL: Computation & Language Cross-listed cs.IR Citations 24 Venue arXiv.org Last Checked 4 months ago
Abstract
The rapid spread of online disinformation presents a global challenge, and machine learning has been widely explored as a potential solution. However, multilingual settings and low-resource languages are often neglected in this field. To address this gap, we conducted a shared task on multilingual claim retrieval at SemEval 2025, aimed at identifying fact-checked claims that match newly encountered claims expressed in social media posts across different languages. The task includes two subtracks: (1) a monolingual track, where social posts and claims are in the same language, and (2) a crosslingual track, where social posts and claims might be in different languages. A total of 179 participants registered for the task contributing to 52 test submissions. 23 out of 31 teams have submitted their system papers. In this paper, we report the best-performing systems as well as the most common and the most effective approaches across both subtracks. This shared task, along with its dataset and participating systems, provides valuable insights into multilingual claim retrieval and automated fact-checking, supporting future research in this field.
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