Ceasefire at FIGNEWS 2024 Shared Task: Automated Detection and Annotation of Media Bias Using Large Language Models

Noor Sadiah, Sara Al-Emadi, Sumaya Rahman

Abstract
In this paper, we present our approach for FIGNEWS Subtask 1, which focuses on detecting bias in news media narratives about the Israel war on Gaza. We used a Large Language Model (LLM) and prompt engineering, using GPT-3.5 Turbo API, to create a model that automatically flags biased news media content with 99% accuracy. This approach provides Natural Language Processing (NLP) researchers with a robust and effective solution for automating bias detection in news media narratives using supervised learning algorithms. Additionally, this paper provides a detailed analysis of the labeled content, offering valuable insights into media bias in conflict reporting. Our work advances automated content analysis and enhances understanding of media bias.
Anthology ID:
2024.arabicnlp-1.63
Volume:
Proceedings of The Second Arabic Natural Language Processing Conference
Month:
August
Year:
2024
Address:
Bangkok, Thailand
Editors:
Nizar Habash, Houda Bouamor, Ramy Eskander, Nadi Tomeh, Ibrahim Abu Farha, Ahmed Abdelali, Samia Touileb, Injy Hamed, Yaser Onaizan, Bashar Alhafni, Wissam Antoun, Salam Khalifa, Hatem Haddad, Imed Zitouni, Badr AlKhamissi, Rawan Almatham, Khalil Mrini
Venues:
ArabicNLP | WS
SIG:
SIGARAB
Publisher:
Association for Computational Linguistics
Note:
Pages:
590–600
Language:
URL:
https://preview.aclanthology.org/add_missing_videos/2024.arabicnlp-1.63/
DOI:
10.18653/v1/2024.arabicnlp-1.63
Bibkey:
Cite (ACL):
Noor Sadiah, Sara Al-Emadi, and Sumaya Rahman. 2024. Ceasefire at FIGNEWS 2024 Shared Task: Automated Detection and Annotation of Media Bias Using Large Language Models. In Proceedings of The Second Arabic Natural Language Processing Conference, pages 590–600, Bangkok, Thailand. Association for Computational Linguistics.
Cite (Informal):
Ceasefire at FIGNEWS 2024 Shared Task: Automated Detection and Annotation of Media Bias Using Large Language Models (Sadiah et al., ArabicNLP 2024)
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PDF:
https://preview.aclanthology.org/add_missing_videos/2024.arabicnlp-1.63.pdf
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