Media Framing: A typology and Survey of Computational Approaches Across Disciplines
Yulia Otmakhova, Shima Khanehzar, Lea Frermann
摘要
Framing studies how individuals and societies make sense of the world, by communicating or representing complex issues through schema of interpretation. The framing of information in the mass media influences our interpretation of facts and corresponding decisions, so detecting and analysing it is essential to understand biases in the information we consume. Despite that, framing is still mostly examined manually, on a case-by-case basis, while existing largescale automatic analyses using NLP methods are not mature enough to solve this task. In this survey we show that despite the growing interest to framing in NLP its current approaches do identify aspects related to the framing of, rather than simply conveying, the message. To this end, we bring together definitions of frames and framing adopted in different disciplines; examine cognitive, linguistic, and communicative aspects a frame contains beyond its topical content. We survey recent work on computational frame detection, and discuss how framing aspects and frame definitions are (or should) be reflected in NLP approaches. 1
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引用它的顶会 Paper6
- Multi-Modal Framing Analysis of NewsArnav Arora, Srishti Yadav, Maria Antoniak, Serge J. Belongie 等EMNLP 2025 · 被引用 2 次
- PRISM: A Framework for Producing Interpretable Political Bias Embeddings with Political-Aware Cross-EncoderYiqun Sun, Qiang Huang, Anthony Kum Hoe Tung, Jun YuACL 2025 · 被引用 2 次
- Moral Framing in Politics (MFiP): A new resource and models for moral framingInes Rehbein, Ines Reinig, Simone Paolo PonzettoEMNLP 2025
- Uncovering Temporal Framing in the NewsTarek Mahmoud, Veronika Solopova, Premtim Sahitaj, Ariana Sahitaj 等ACL 2026
- HistLens: Mapping Idea Change across Concepts and CorporaYi Jing, Weiyun Qiu, Yihang Peng, Zhifang SuiACL 2026
它引用的顶会 Paper6
- Multi-Label and Multilingual News Framing AnalysisAfra Feyza Akyürek, Lei Guo, Randa I. Elanwar, Prakash Ishwar 等ACL 2020 · 被引用 44 次
- Weakly Supervised Learning of Nuanced Frames for Analyzing Polarization in News MediaShamik Roy, Dan GoldwasserEMNLP 2020 · 被引用 42 次
- A Survey of Computational Framing Analysis ApproachesMohammad Ali, Naeemul HassanEMNLP 2022 · 被引用 27 次
- Identifying Morality Frames in Political Tweets using Relational LearningShamik Roy, Maria Leonor Pacheco, Dan GoldwasserEMNLP 2021 · 被引用 23 次
- Open-Domain Hierarchical Event Schema Induction by Incremental Prompting and VerificationSha Li, Ruining Zhao, Manling Li, Heng Ji 等ACL 2023 · 被引用 14 次
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