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  3. Finding Frames With BERT: A Transformer-Based Approach to Generic News Frame Detection
 

Finding Frames With BERT: A Transformer-Based Approach to Generic News Frame Detection

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Date of Publication
May 20, 2025
Publication Type
Article
Division/Institute

Institute of Communic...

Contributor
Jumle, Vihang
Institute of Communication and Media Studies (icmb)
Makhortykh, Mykolaorcid-logo
Institute of Communication and Media Studies (icmb)
Sydorova, Maryna
Institute of Communication and Media Studies (icmb)
Vziatysheva, Victoriaorcid-logo
Institute of Communication and Media Studies (icmb)
Series
Social Science Computer Review
ISSN or ISBN (if monograph)
0894-4393
1552-8286
Publisher
SAGE Publications
Language
English
Publisher DOI
10.1177/08944393251338396
Description
Framing is among the most extensively used concepts in the field of communication science. The availability of digital data offers new possibilities for studying how specific aspects of social reality are made more salient in online communication, but also raises challenges related to the scaling of framing analysis and its adoption to new research areas (e.g. studying the impact of artificial intelligence-powered systems on the representation of societally relevant issues). To address these challenges, we introduce a transformer-based approach for generic news frame detection in Anglophone online content. While doing so, we discuss the composition of the training and test datasets, the model architecture, and the validation of the approach and reflect on the possibilities and limitations of the automated detection of generic news frames.
Handle
https://boris-portal.unibe.ch/handle/20.500.12422/214610
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