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Social networks have provided a platform for the effective exchange of ideas or opinions but also served as a hotbed of polarization. While much research attempts to explore different causes of opinion polarization, the effect of perception…

Physics and Society · Physics 2023-05-12 Hao Yu , Bin Xue , Yanpeng Zhu , Jianlin Zhang , Run-Ran Liu , Yu Liu , Fanyuan Meng

US voters shared large volumes of polarizing political news and information in the form of links to content from Russian, WikiLeaks and junk news sources. Was this low quality political information distributed evenly around the country, or…

Social and Information Networks · Computer Science 2018-02-13 Philip N. Howard , Bence Kollanyi , Samantha Bradshaw , Lisa-Maria Neudert

Political polarization appears to be on the rise, as measured by voting behavior, general affect towards opposing partisans and their parties, and contents posted and consumed online. Research over the years has focused on the role of the…

Social and Information Networks · Computer Science 2021-04-15 Kiran Garimella , Tim Smith , Rebecca Weiss , Robert West

Interaction networks are generally much less homophilic than affiliation networks, accommodating for many more cross-cutting links. By statistically assigning a political valence to users from their network-level affiliation patterns, and…

Social and Information Networks · Computer Science 2021-12-02 Camille Roth , Jonathan St-Onge , Katrin Herms

Does polarization online reflect the state of polarization in society? We study ideological positions and attitudes on several issues in France, a country with documented issue nonalignment. We compare distributions on X/Twitter with a…

Social and Information Networks · Computer Science 2026-03-03 Antoine Vendeville , Hiroki Yamashita , Pedro Ramaciotti

In recent years, malicious information had an explosive growth in social media, with serious social and political backlashes. Recent important studies, featuring large-scale analyses, have produced deeper knowledge about this phenomenon,…

Social and Information Networks · Computer Science 2020-01-29 Francesco Pierri , Carlo Piccardi , Stefano Ceri

Understanding the dynamics of language toxicity on social media is important for us to investigate the propagation of misinformation and the development of echo chambers for political scenarios such as U.S. presidential elections. Recent…

Computers and Society · Computer Science 2025-01-17 Wentao Xu

Recent findings showed that users on Facebook tend to select information that adhere to their system of beliefs and to form polarized groups -- i.e., echo chambers. Such a tendency dominates information cascades and might affect public…

With the rise of computational social science, many scholars utilize data analysis and natural language processing tools to analyze social media, news articles, and other accessible data sources for examining political and social discourse.…

Computation and Language · Computer Science 2024-04-05 Tinatin Osmonova , Alexey Tikhonov , Ivan P. Yamshchikov

The entertainment-driven nature of social media encourages users to engage with like-minded individuals and consume content aligned with their beliefs, limiting exposure to diverse perspectives. Simultaneously, users migrate between…

Computers and Society · Computer Science 2025-06-05 Edoardo Di Martino , Alessandro Galeazzi , Michele Starnini , Walter Quattrociocchi , Matteo Cinelli

We investigate the polarization of the German Twittersphere by extracting the main issues discussed and the signaled opinions of users towards those issues based on (re)tweets concerning trending topics. The dataset covers daily trending…

Social and Information Networks · Computer Science 2025-05-21 Armin Pournaki , Felix Gaisbauer , Eckehard Olbrich

Echo chambers in online social networks, whereby users' beliefs are reinforced by interactions with like-minded peers and insulation from others' points of view, have been decried as a cause of political polarization. Here, we investigate…

Physics and Society · Physics 2021-02-11 Gianmarco De Francisci Morales , Corrado Monti , Michele Starnini

Polarization and echo chambers are often studied in the context of explicitly political events such as elections, and little scholarship has examined the mixing of political groups in non-political contexts. A major obstacle to studying…

Social and Information Networks · Computer Science 2022-08-12 Ahmet Kurnaz , Scott A. Hale

The presence of political misinformation and ideological echo chambers on social media platforms is concerning given the important role that these sites play in the public's exposure to news and current events. Algorithmic systems employed…

Social and Information Networks · Computer Science 2024-04-10 Kayla Duskin , Joseph S. Schafer , Jevin D. West , Emma S. Spiro

In the age of information abundance, attention is a coveted resource. Social media platforms vigorously compete for users' engagement, influencing the evolution of their opinions on a variety of topics. With recommendation algorithms often…

Physics and Society · Physics 2023-10-30 Andrea Somazzi , Giuseppe Maria Ferro , Diego Garlaschelli , Simon Asher Levin

The rise of ideological divides in public discourse has received considerable attention in recent years. However, much of this research has been concentrated on Western democratic nations, leaving other regions largely unexplored. Here, we…

Social and Information Networks · Computer Science 2023-09-18 Anees Baqir , Alessandro Galeazzi , Andrea Drocco , Fabiana Zollo

We examine partisan differences in the behavior, communication patterns and social interactions of more than 18,000 politically-active Twitter users to produce evidence that points to changing levels of partisan engagement with the American…

Social and Information Networks · Computer Science 2012-06-20 Michael D. Conover , Bruno Gonçalves , Alessandro Flammini , Filippo Menczer

Polarization in American politics has been extensively documented and analyzed for decades, and the phenomenon became all the more apparent during the 2016 presidential election, where Trump and Clinton depicted two radically different…

Social and Information Networks · Computer Science 2017-11-03 Yu Wang , Yang Feng , Zhe Hong , Ryan Berger , Jiebo Luo

Recent years have witnessed a swelling rise of hateful and abusive content over online social networks. While detection and moderation of hate speech have been the early go-to countermeasures, the solution requires a deeper exploration of…

Social and Information Networks · Computer Science 2023-02-07 Vasu Goel , Dhruv Sahnan , Subhabrata Dutta , Anil Bandhakavi , Tanmoy Chakraborty

This study provides a large-scale mapping of the French media space using digital methods to estimate political polarization and to study information circuits. We collect data about the production and circulation of online news stories in…

Social and Information Networks · Computer Science 2021-07-27 Jean-Philippe Cointet , Dominique Cardon , Andreï Mogoutov , Benjamin Ooghe-Tabanou , Guillaume Plique , Pedro Morales