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News has traditionally been well researched, with studies ranging from sentiment analysis to event detection and topic tracking. We extend the focus to two surprisingly under-researched aspects of news: \emph{framing} and \emph{predictive…

Computers and Society · Computer Science 2018-02-19 Karthik Sheshadri , Chung-Wei Hang , Munindar Singh

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…

Computation and Language · Computer Science 2024-10-07 Rohan Das , Aditya Chandra , I-Ta Lee , Maria Leonor Pacheco

Search engines play a central role in how people gather information, but subtle cues like headline framing may influence not only what users believe but also how they search. While framing effects on judgment are well documented, their…

Computation and Language · Computer Science 2025-08-26 Amrit Poudel , Maria Milkowski , Tim Weninger

The mainstream media has much leeway in what it chooses to cover and how it covers it. These choices have real-world consequences on what people know and their subsequent behaviors. However, the lack of objective measures to evaluate…

Computation and Language · Computer Science 2024-10-21 Alexandria Leto , Elliot Pickens , Coen D. Needell , David Rothschild , Maria Leonor Pacheco

When a news article describes immigration as an "economic burden" or a "humanitarian crisis," it selectively emphasizes certain aspects of the issue. Although \textit{framing} shapes how the public interprets such issues, audiences do not…

Computation and Language · Computer Science 2025-10-02 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Narrative frames are a powerful way of conceptualizing and communicating complex, controversial ideas, however automated frame analysis to date has mostly overlooked this framing device. In this paper, we connect elements of narrativity…

Computation and Language · Computer Science 2025-06-03 Yulia Otmakhova , Lea Frermann

Identifying the frames of news is important to understand the articles' vision, intention, message to be conveyed, and which aspects of the news are emphasized. Framing is a widely studied concept in journalism, and has emerged as a new…

Computation and Language · Computer Science 2023-05-01 David Alonso del Barrio , Daniel Gatica-Perez

News media structure their reporting of events or issues using certain perspectives. When describing an incident involving gun violence, for example, some journalists may focus on mental health or gun regulation, while others may emphasize…

Journalists must find stories in huge amounts of textual data (e.g. leaks, bills, press releases) as part of their jobs: determining when and why text becomes news can help us understand coverage patterns and help us build assistive tools.…

Computation and Language · Computer Science 2023-11-17 Alexander Spangher , Emilio Ferrara , Ben Welsh , Nanyun Peng , Serdar Tumgoren , Jonathan May

Media framing is the study of strategically selecting and presenting specific aspects of political issues to shape public opinion. Despite its relevance to almost all societies around the world, research has been limited due to the lack of…

Computation and Language · Computer Science 2024-04-03 Syeda Sabrina Akter , Antonios Anastasopoulos

Framing is an indispensable narrative device for news media because even the same facts may lead to conflicting understandings if deliberate framing is employed. Therefore, identifying media framing is a crucial step to understanding how…

Computers and Society · Computer Science 2020-05-06 Haewoon Kwak , Jisun An , Yong-Yeol Ahn

Through a particular choice of a predicate (e.g., "x violated y"), a writer can subtly connote a range of implied sentiments and presupposed facts about the entities x and y: (1) writer's perspective: projecting x as an "antagonist"and y as…

Computation and Language · Computer Science 2016-08-23 Hannah Rashkin , Sameer Singh , Yejin Choi

Framing theory posits that how information is presented shapes audience responses, but computational work has largely ignored audience reactions. While recent work showed that article framing systematically shapes the content of reader…

Computation and Language · Computer Science 2026-04-22 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Automated frame analysis of political communication is a popular task in computational social science that is used to study how authors select aspects of a topic to frame its reception. So far, such studies have been narrow, in that they…

Computation and Language · Computer Science 2025-05-30 Arnav Arora , Srishti Yadav , Maria Antoniak , Serge Belongie , Isabelle Augenstein

Understanding the framing of political issues is of paramount importance as it significantly shapes how individuals perceive, interpret, and engage with these matters. While prior research has independently explored framing within news…

Computation and Language · Computer Science 2023-09-19 Jinsheng Pan , Zichen Wang , Weihong Qi , Hanjia Lyu , Jiebo Luo

Macroeconomic fluctuations and the narratives that shape them form a mutually reinforcing cycle: public discourse can spur behavioural changes leading to economic shifts, which then result in changes in the stories that propagate. We show…

Computation and Language · Computer Science 2025-02-21 Felix Drinkall , Stefan Zohren , Michael McMahon , Janet B. Pierrehumbert

Differential framing of issues can lead to divergent world views on important issues. This is especially true in domains where the information presented can reach a large audience, such as traditional and social media. Scalable and reliable…

Computation and Language · Computer Science 2023-02-08 Xiaobo Guo , Weicheng Ma , Soroush Vosoughi

Understanding how online media frame issues is crucial due to their impact on public opinion. Research on framing using natural language processing techniques mainly focuses on specific content features in messages and neglects their…

Computation and Language · Computer Science 2024-01-19 Markus Reiter-Haas , Beate Klösch , Markus Hadler , Elisabeth Lex

News headlines and summaries shape how events are interpreted through selective emphasis and omission, a phenomenon commonly referred to as framing. Large language models are now routinely used to generate such content, yet existing…

Computation and Language · Computer Science 2026-05-22 Valeria Pastorino , Nafise Sadat Moosavi

Framing a news article means to portray the reported event from a specific perspective, e.g., from an economic or a health perspective. Reframing means to change this perspective. Depending on the audience or the submessage, reframing can…

Computation and Language · Computer Science 2021-09-13 Wei-Fan Chen , Khalid Al-Khatib , Benno Stein , Henning Wachsmuth
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