mlsanityData to 7 Oct 2026

Media Framing through the Lens of Event-Centric Narratives

arXiv 2410.03151 ↗First posted 4 Oct 2024cs.CL cs.SIcited by 5

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Abstract (arXiv)

From a communications perspective, a frame defines the packaging of the language used in such a way as to encourage certain interpretations and to discourage others. For example, a news article can frame immigration as either a boost or a drain on the economy, and thus communicate very different interpretations of the same phenomenon. In this work, we argue that to explain framing devices we have to look at the way narratives are constructed. As a first step in this direction, we propose a framework that extracts events and their relations to other events, and groups them into high-level narratives that help explain frames in news articles. We show that our framework can be used to analyze framing in U.S. news for two different domains: immigration and gun control.

Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). Builds on 12 of its 41 references that are in the map. First posted on arXiv 4 Oct 2024.

Builds on

12 of 41 references.

References · 12

  1. 2024The Llama 3 Herd of Modelscited by 14,192
  2. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
  3. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,049
  4. 2019ASER: A Large-scale Eventuality Knowledge Graphcited by 89
  5. 2018Framing and Agenda-setting in Russian News: a Computational Analysis of Intricate Political Strategiescited by 47
  6. 2021Modeling Framing in Immigration Discourse on Social Mediacited by 37
  7. 2020Weakly Supervised Learning of Nuanced Frames for Analyzing Polarization in News Mediacited by 27
  8. 2020A Systematic Media Frame Analysis of 1.5 Million New York Times Articles from 2000 to 2017cited by 23
  9. 2021Corpus-based Open-Domain Event Type Inductioncited by 17
  10. 2021Salience-Aware Event Chain Modeling for Narrative Understandingcited by 14
  11. 2021Framing Unpacked: A Semi-Supervised Interpretable Multi-View Model of Media Framescited by 8
  12. 2021Towards a Formal Model of Narrativescited by 6

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 1; 2025: 0; 2026: 4.

5 papers.