Generalizability of Media Frames: Corpus creation and analysis across countries
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Abstract (arXiv)
Frames capture aspects of an issue that are emphasized in a debate by interlocutors and can help us understand how political language conveys different perspectives and ultimately shapes people's opinions. The Media Frame Corpus (MFC) is the most commonly used framework with categories and detailed guidelines for operationalizing frames. It is, however, focused on a few salient U.S. news issues, making it unclear how well these frames can capture news issues in other cultural contexts. To explore this, we introduce FrameNews-PT, a dataset of Brazilian Portuguese news articles covering political and economic news and annotate it within the MFC framework. Through several annotation rounds, we evaluate the extent to which MFC frames generalize to the Brazilian debate issues. We further evaluate how fine-tuned and zero-shot models perform on out-of-domain data. Results show that the 15 MFC frames remain broadly applicable with minor revisions of the guidelines. However, some MFC frames are rarely used, and novel news issues are analyzed using general 'fall-back' frames. We conclude that cross-cultural frame use requires careful consideration.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 13 of its 40 references that are in the map. First posted on arXiv 19 Jun 2025.
Builds on
13 of 40 references.
References · 13
- 2023GPT-4 Technical Reportcited by 18,396
- 2024The Llama 3 Herd of Modelscited by 14,715
- 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,935
- 2024Qwen2 Technical Reportcited by 2,120
- 2022BERTopic: Neural topic modeling with a class-based TF-IDF procedurecited by 801
- 2021Toward a Perspectivist Turn in Ground Truthing for Predictive Computingcited by 130
- 2024Beyond prompt brittleness: Evaluating the reliability and consistency of political worldviews in LLMscited by 55
- 2018Framing and Agenda-setting in Russian News: a Computational Analysis of Intricate Political Strategiescited by 47
- 2021Modeling Framing in Immigration Discourse on Social Mediacited by 37
- 2020A Systematic Media Frame Analysis of 1.5 Million New York Times Articles from 2000 to 2017cited by 23
- 2017Universal Semantic Parsingcited by 21
- 2021Scientia Potentia Est -- On the Role of Knowledge in Computational Argumentationcited by 17
Built on by
Citing papers per year: 2025: 1; 2026: 3.
4 papers.
- 2025Retain or Reframe? A Computational Framework for the Analysis of Framing in News Articles and Reader Commentscited by 3
- 2026Structuring the Space of Perspectivescited by 1
- 2026From Emotion to Expression: Theoretical Foundations and Resources for Fear Speechcited by 0
- 2026Discourse-Aware Policy Analysis with Argumentation: A Hybrid LLM-Symbolic Framework for Disaster Governancecited by 0
- 2026Structuring the Space of Perspectives12 Aug 2026
- 2026Discourse-Aware Policy Analysis with Argumentation: A Hybrid LLM-Symbolic Framework for Disaster Governance14 Jul 2026
- 2026From Emotion to Expression: Theoretical Foundations and Resources for Fear Speech23 Jan 2026
- 2025Retain or Reframe? A Computational Framework for the Analysis of Framing in News Articles and Reader Comments7 Jul 2025