Patrick Giedemann
2025
ViClaim: A Multilingual Multilabel Dataset for Automatic Claim Detection in Videos
Patrick Giedemann
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Pius von Däniken
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Jan Milan Deriu
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Alvaro Rodrigo
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Anselmo Peñas
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Mark Cieliebak
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
The growing influence of video content as a medium for communication and misinformation underscores the urgent need for effective tools to analyze claims in multilingual and multi-topic settings. Existing efforts in misinformation detection largely focus on written text, leaving a significant gap in addressing the complexity of spoken text in video transcripts. We introduce ViClaim, a dataset of 1,798 annotated video transcripts across three languages (English, German, Spanish) and six topics. Each sentence in the transcripts is labeled with three claim-related categories: fact-check-worthy, fact-non-check-worthy, or opinion. We developed a custom annotation tool to facilitate the highly complex annotation process. Experiments with state-of-the-art multilingual language models demonstrate strong performance in cross-validation (macro F1 up to 0.896) but reveal challenges in generalization to unseen topics, particularly for distinct domains. Our findings highlight the complexity of claim detection in video transcripts. ViClaim offers a robust foundation for advancing misinformation detection in video-based communication, addressing a critical gap in multimodal analysis.
HICC: A Dataset for German Hate Speech in Conversational Context
Lars Schmid
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Pius von Däniken
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Patrick Giedemann
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Don Tuggener
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Judith Bühler
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Maria Kamenowski
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Katja Girschick
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Dirk Baier
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Mark Cieliebak
Proceedings of the 21st Conference on Natural Language Processing (KONVENS 2025): Long and Short Papers
2024
Annotation Tool for Dataset Creation
Patrick Giedemann
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Pius von Däniken
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Jan Milan Deriu
Proceedings of the 9th edition of the Swiss Text Analytics Conference
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- Pius Von Däniken 3
- Mark Cieliebak 2
- Jan Milan Deriu 2
- Dirk Baier 1
- Judith Bühler 1
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