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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

Studies of online social influence have demonstrated that friends have important effects on many types of behavior in a wide variety of settings. However, we know much less about how influence works among relative strangers in digital…

Computers and Society · Computer Science 2017-02-23 George Berry , Sean J. Taylor

A widespread moderation strategy by online news platforms is to feature what the platform deems high quality comments, usually called editor picks or featured comments. In this paper, we compare online discussions of news articles in which…

Computation and Language · Computer Science 2024-12-04 Cedric Waterschoot , Ernst van den Hemel , Antal van den Bosch

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

The framing of political issues can influence policy and public opinion. Even though the public plays a key role in creating and spreading frames, little is known about how ordinary people on social media frame political issues. By creating…

Computation and Language · Computer Science 2021-09-09 Julia Mendelsohn , Ceren Budak , David Jurgens

To promote constructive discussion of controversial topics online, we propose automatic reframing of disagreeing responses to signal receptiveness to a preceding comment. Drawing on research from psychology, communications, and linguistics,…

Computation and Language · Computer Science 2024-10-08 Gauri Kambhatla , Matthew Lease , Ashwin Rajadesingan

In online discussion fora, speakers often make arguments for or against something, say birth control, by highlighting certain aspects of the topic. In social science, this is referred to as issue framing. In this paper, we introduce a new…

Computation and Language · Computer Science 2019-04-10 Mareike Hartmann , Tallulah Jansen , Isabelle Augenstein , Anders Søgaard

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

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

Many news outlets allow users to contribute comments on topics about daily world events. News articles are the seeds that spring users' interest to contribute content, i.e., comments. An article may attract an apathetic user engagement…

Information Retrieval · Computer Science 2020-10-20 Lihong He , Chen Shen , Arjun Mukherjee , Slobodan Vucetic , Eduard Dragut

Comment sections below online news articles enjoy growing popularity among readers. However, the overwhelming number of comments makes it infeasible for the average news consumer to read all of them and hinders engaging discussions. Most…

Information Retrieval · Computer Science 2020-03-27 Julian Risch , Ralf Krestel

With the rise of social media and peer-to-peer networks, users increasingly rely on crowdsourced responses for information and assistance. However, the mechanisms used to rank and promote responses often prioritize and end up biasing in…

Social and Information Networks · Computer Science 2024-11-11 Teng Ye , Hanson Yan , Xuhuan Huang , Connor Grogan , Walter Yuan , Qiaozhu Mei , Matthew O. Jackson

Biased news contributes to societal polarization and is often reinforced by hostile reader comments, constituting a vital yet often overlooked aspect of news dissemination. Our study reveals that offensive comments support biased content,…

Computation and Language · Computer Science 2025-08-25 Luyang Lin , Zijin Feng , Lingzhi Wang , Kam-Fai Wong

Media framing refers to the emphasis on specific aspects of perceived reality to shape how an issue is defined and understood. Its primary purpose is to shape public perceptions often in alignment with the authors' opinions and stances.…

Computation and Language · Computer Science 2025-10-10 Shijia Zhou , Siyao Peng , Simon M. Luebke , Jörg Haßler , Mario Haim , Saif M. Mohammad , Barbara Plank

Social media systems rely on user feedback and rating mechanisms for personalization, ranking, and content filtering. However, when users evaluate content contributed by fellow users (e.g., by liking a post or voting on a comment), these…

Social and Information Networks · Computer Science 2014-05-08 Justin Cheng , Cristian Danescu-Niculescu-Mizil , Jure Leskovec

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

News outlets are a primary source for many people to learn what is going on in the world. However, outlets with different political slants, when talking about the same news story, usually emphasize various aspects and choose their language…

Computers and Society · Computer Science 2020-09-29 Negar Mokhberian , Andrés Abeliuk , Patrick Cummings , Kristina Lerman

Grounded in framing theory, this study examines how news titles about older adults shape user engagement on a Chinese video-sharing platform. We analyzed 2,017 video news titles from 2016 to 2021, identifying nine frames. Negative frames…

Human-Computer Interaction · Computer Science 2025-03-21 Zhilong Zhao , Jiaxin Xia

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

Humans are influenced by how information is presented, a phenomenon known as the framing effect. Prior work suggests that LLMs may also be susceptible to framing, but it has relied on synthetic data and did not compare to human behavior. To…

Computation and Language · Computer Science 2026-01-21 Gili Lior , Liron Nacchace , Gabriel Stanovsky
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