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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

In the era of social networks and rapid misinformation spread, news analysis remains a critical task. Detecting fake news across multiple languages, particularly beyond English, poses significant challenges. Cross-lingual news comparison…

Computation and Language · Computer Science 2025-10-23 Daryna Dementieva , Evgeniya Sukhodolskaya , Alexander Fraser

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

Multi-document news summarisation systems are increasingly adopted for their convenience in processing vast daily news content, making fairness across diverse political perspectives critical. However, these systems can exhibit political…

Computation and Language · Computer Science 2026-04-24 Nannan Huang , Iffat Maab , Junichi Yamagishi

A crowdsourcing translation approach is an effective tool for globalization of site content, but it is also an important source of parallel linguistic data. For the given site, processed with a crowdsourcing system, a sentence-aligned…

Computation and Language · Computer Science 2014-09-22 Alexander Kalinin , George Savchenko

In the current era of rapidly growing digital data, evaluating the political bias and factuality of news outlets has become more important for seeking reliable information online. In this work, we study the classification problem of…

Machine Learning · Computer Science 2024-12-17 Muhammad Arslan Manzoor , Ruihong Zeng , Dilshod Azizov , Preslav Nakov , Shangsong Liang

News sources play a central role in democratic societies by shaping political and social discourse through specific topics, viewpoints and voices. Understanding these dynamics is essential for assessing whether the media landscape offers a…

Computation and Language · Computer Science 2025-12-18 Massimiliano Fadda , Enrico Motta , Francesco Osborne , Diego Reforgiato Recupero , Angelo Salatino

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

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

Mainstream news organizations shape public perception not only directly through the articles they publish but also through the choices they make about which topics to cover (or ignore) and how to frame the issues they do decide to cover.…

Computation and Language · Computer Science 2025-10-01 Samar Haider , Amir Tohidi , Jenny S. Wang , Timothy Dörr , David M. Rothschild , Chris Callison-Burch , Duncan J. Watts

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

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

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…

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

The rapid growth of social media has resulted in an explosion of online news content, leading to a significant increase in the spread of misleading or false information. While machine learning techniques have been widely applied to detect…

Computation and Language · Computer Science 2024-12-10 Hao Chen , Hui Guo , Baochen Hu , Shu Hu , Jinrong Hu , Siwei Lyu , Xi Wu , Xin Wang

Framing is an essential device in news reporting, allowing the writer to influence public perceptions of current affairs. While there are existing automatic news framing detection datasets in various languages, none of them focus on news…

Computation and Language · Computer Science 2025-07-29 Owen Cook , Yida Mu , Xinye Yang , Xingyi Song , Kalina Bontcheva

Multi-document summarization is the process of automatically generating a concise summary of multiple documents related to the same topic. This summary can help users quickly understand the key information from a large collection of…

Computation and Language · Computer Science 2023-12-20 Charles Rajan , Nishit Asnani , Shreya Singh

FrameNet is a computational linguistics resource composed of semantic frames, high-level concepts that represent the meanings of words. In this paper, we present an approach to gather frame disambiguation annotations in sentences using a…

Computation and Language · Computer Science 2018-08-21 Anca Dumitrache , Lora Aroyo , Chris Welty

When journalists cover a news story, they can cover the story from multiple angles or perspectives. A news article written about COVID-19 for example, might focus on personal preventative actions such as mask-wearing, while another might…

Computation and Language · Computer Science 2020-08-18 Alyssa Smith , David Assefa Tofu , Mona Jalal , Edward Edberg Halim , Yimeng Sun , Vidya Akavoor , Margrit Betke , Prakash Ishwar , Lei Guo , Derry Wijaya

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