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News recommender systems (NRs) have been shown to shape public discourse and to enforce behaviors that have a critical, oftentimes detrimental effect on democracies. Earlier research on the impact of media bias has revealed their strong…

Computers and Society · Computer Science 2022-09-19 Thomas Elmar Kolb , Irina Nalis , Mete Sertkan , Julia Neidhardt

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

Has ideological polarization actually increased in the last decades, or have voters simply sorted themselves into parties matching their ideology more closely? We present a novel methodology to quantify multidimensional ideological…

Physics and Society · Physics 2025-07-03 Jaume Ojer , David Cárcamo , Romualdo Pastor-Satorras , Michele Starnini

Political discourse on social media has grown increasingly toxic, with electoral periods amplifying partisan hostility and cross-group attacks. Yet it remains unclear whether toxicity in online political speech reflects how partisans…

Social and Information Networks · Computer Science 2026-05-14 Danishjeet Singh , Anindya Mondal , Filippo Menczer

Examination of precinct level data in US presidential elections reveals a correlation of large precincts and increased fraction of Republican votes. The large precinct bias is analyzed with respect to voter heterogeneity and voter…

Other Statistics · Statistics 2014-11-03 Glenn Webb

Many people consider news articles to be a reliable source of information on current events. However, due to the range of factors influencing news agencies, such coverage may not always be impartial. Media bias, or slanted news coverage,…

Computation and Language · Computer Science 2021-05-26 T. Spinde , L. Rudnitckaia , K. Sinha , F. Hamborg , B. Gipp , K. Donnay

Since the Russian invasion of Ukraine, a large volume of biased and partisan news has been spread via social media platforms. As this may lead to wider societal issues, we argue that understanding how partisan news sharing impacts users'…

Social and Information Networks · Computer Science 2023-11-28 Yiming Zhu , Ehsan-Ul Haq , Gareth Tyson , Lik-Hang Lee , Yuyang Wang , Pan Hui

The increasing consumption of news online in the 21st century coincided with increased publication of disinformation, biased reporting, hate speech and other unwanted Web content. We describe BiasScanner, an application that aims to…

Computation and Language · Computer Science 2024-07-16 Tim Menzner , Jochen L. Leidner

With the rise of phenomena like `fake news' and the growth of heavily-biased media ecosystems, there has been increased attention on understanding and evaluating media bias. Of particular note in the evaluation of media bias is writing…

Social and Information Networks · Computer Science 2023-05-23 Iain J. Cruickshank , Jessica Zhu , Nathaniel D. Bastian

Modifiable health behaviors, a leading cause of illness and death in many countries, are often driven by individual beliefs and sentiments about health and disease. Individual behaviors affecting health outcomes are increasingly modulated…

Social and Information Networks · Computer Science 2012-08-01 Marcel Salathé , Duy Q. Vu , Shashank Khandelwal , David R. Hunter

Radicalized beliefs, such as those tied to QAnon, Russiagate, and other political conspiracy theories, can lead some individuals and groups to engage in violent behavior, as evidenced in recent months. Understanding the mechanisms by which…

Social and Information Networks · Computer Science 2021-03-25 Justin E. Lane , Kevin McCaffree , F. LeRon Shults

Media plays an important role in shaping public opinion. Biased media can influence people in undesirable directions and hence should be unmasked as such. We observe that featurebased and neural text classification approaches which rely…

Computation and Language · Computer Science 2020-10-22 Wei-Fan Chen , Khalid Al-Khatib , Benno Stein , Henning Wachsmuth

Studying political activity on social media often requires defining and measuring political stances of users or content. Relevant examples include the study of opinion polarization, or the study of political diversity in online content…

We develop a broadly applicable class of coevolving latent space network with attractors (CLSNA) models, where nodes represent individual social actors assumed to lie in an unknown latent space, edges represent the presence of a specified…

The emergence of new communication media such as blogs, online newspapers and social networks allow us to go further in the understanding of human behavior. Indeed, these public exchange spaces are now firmly planted in our modern society…

Social and Information Networks · Computer Science 2016-02-02 Erick Stattner

News articles of varying degrees of truthfulness and political alignment, and their influences on the political opinions of the media consumers are modeled as a Bayesian network incorporating a mixture of ideas from dual-reasoning models of…

Social and Information Networks · Computer Science 2019-06-18 In-Ho Yi

Consumption of misinformation can lead to negative consequences that impact the individual and society. To help mitigate the influence of misinformation on human beliefs, algorithmic labels providing context about content accuracy and…

Computation and Language · Computer Science 2025-03-11 Erik J Schlicht

Social Media have been extensively used for commercial and political communication, besides their initial scope of providing an easy-to-use outlet to produce and consume user-generated content. Besides being a popular medium, Social Media…

Social and Information Networks · Computer Science 2022-10-17 Kostas Karpouzis , Stavros Kaperonis , Yannis Skarpelos

The manifestation and effect of bias in news reporting have been central topics in the social sciences for decades, and have received increasing attention in the NLP community recently. While NLP can help to scale up analyses or contribute…

Computation and Language · Computer Science 2024-06-21 Gisela Vallejo , Timothy Baldwin , Lea Frermann

Day by day, people exchange opinions about a given new with relatives, friends, and coworkers. In most cases, they get informed about a given issue by reading newspapers, listening to the radio, or watching TV, i.e., through a Mass Media…

Physics and Society · Physics 2016-06-22 Sebastián Pinto , Pablo Balenzuela , Claudio O. Dorso