The FIGNEWS Shared Task on News Media Narratives
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Abstract (arXiv)
We present an overview of the FIGNEWS shared task, organized as part of the ArabicNLP 2024 conference co-located with ACL 2024. The shared task addresses bias and propaganda annotation in multilingual news posts. We focus on the early days of the Israel War on Gaza as a case study. The task aims to foster collaboration in developing annotation guidelines for subjective tasks by creating frameworks for analyzing diverse narratives highlighting potential bias and propaganda. In a spirit of fostering and encouraging diversity, we address the problem from a multilingual perspective, namely within five languages: English, French, Arabic, Hebrew, and Hindi. A total of 17 teams participated in two annotation subtasks: bias (16 teams) and propaganda (6 teams). The teams competed in four evaluation tracks: guidelines development, annotation quality, annotation quantity, and consistency. Collectively, the teams produced 129,800 data points. Key findings and implications for the field are discussed.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 15 of its 68 references that are in the map. First posted on arXiv 25 Jul 2024.
Builds on
15 of 68 references.
References · 15
- 2023The science of fake newscited by 94
- 2020SemEval-2020 Task 11: Detection of Propaganda Techniques in News Articlescited by 79
- 2020A Survey on Computational Propaganda Detectioncited by 69
- 2019In Plain Sight: Media Bias Through the Lens of Factual Reportingcited by 68
- 2020A Panoramic Survey of Natural Language Processing in the Arab Worldcited by 45
- 2020What Was Written vs. Who Read It: News Media Profiling Using Text Analysis and Social Media Contextcited by 42
- 2021Towards A Reliable Ground-Truth For Biased Language Detectioncited by 10
- 2023Disentangling Structure and Style: Political Bias Detection in News by Inducing Document Hierarchycited by 6
- 2023Offensive Hebrew Corpus and Detection using BERTcited by 6
- 2024WojoodNER 2024: The Second Arabic Named Entity Recognition Shared Taskcited by 6
- 2021TASSY -- A Text Annotation Survey Systemcited by 5
- 2023Analysing State-Backed Propaganda Websites: a New Dataset and Linguistic Studycited by 5
Built on by
Citing papers per year: 2024: 2; 2025: 2; 2026: 3.
7 papers.
- 2024QAEncoder: Towards Aligned Representation Learning in Question Answering Systemscited by 3
- 2025Beyond speculation: Measuring the growing presence of LLM-generated texts in multilingual disinformationcited by 1
- 2025Beyond the Battlefield: Framing Analysis of Media Coverage in Conflict Reportingcited by 1
- 2026StanceNakba Shared Task: Actor and Topic-Aware Stance Detection in Public Discoursecited by 1
- 2024SinaTools: Open Source Toolkit for Arabic Natural Language Processingcited by 0
- 2026Multimodal Analysis of State-Funded News Coverage of the Israel-Hamas War on YouTube Shortscited by 0
- 2026When Similar Means Different: Evaluating LLMs on Arabic--Hebrew Cognatescited by 0
- 2026When Similar Means Different: Evaluating LLMs on Arabic--Hebrew Cognates11 Jun 2026
- 2026StanceNakba Shared Task: Actor and Topic-Aware Stance Detection in Public Discourse10 Jun 2026
- 2026Multimodal Analysis of State-Funded News Coverage of the Israel-Hamas War on YouTube Shorts1 Apr 2026
- 2025Beyond the Battlefield: Framing Analysis of Media Coverage in Conflict Reporting12 Jun 2025
- 2025Beyond speculation: Measuring the growing presence of LLM-generated texts in multilingual disinformation29 Mar 2025
- 2024SinaTools: Open Source Toolkit for Arabic Natural Language Processing3 Nov 2024
- 2024QAEncoder: Towards Aligned Representation Learning in Question Answering Systems30 Sep 2024