mlsanityData to 14 Oct 2026

Generalizability of Media Frames: Corpus creation and analysis across countries

arXiv 2506.16337 ↗First posted 19 Jun 2025cs.CLcited by 4

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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

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  2. 2024The Llama 3 Herd of Modelscited by 14,715
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  12. 2021Scientia Potentia Est -- On the Role of Knowledge in Computational Argumentationcited by 17
1 more
  1. 2021Operationalizing Framing to Support Multiperspective Recommendations of Opinion Piecescited by 6

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 1; 2026: 3.

4 papers.