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Narratives are key interpretative devices by which humans make sense of political reality. In this work, we show how the analysis of conflicting narratives, i.e. conflicting interpretive lenses through which political reality is experienced…

Computation and Language · Computer Science 2025-07-22 Armin Pournaki

The abundance of information on social media has reshaped public discussions, shifting attention to the mechanisms that drive online discourse. This study analyzes large-scale Twitter (now X) data from three global debates--Climate Change,…

Members of different political groups not only disagree about issues but also dislike and distrust each other. While social media can amplify this emotional divide -- called affective polarization by political scientists -- there is a lack…

Social and Information Networks · Computer Science 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao

How do European publics debate a geopolitical crisis on social media, and do they inhabit a shared informational reality? We analyze over 38 million geolocated tweets from 20 European countries during the first eight months of the Russian…

Computers and Society · Computer Science 2026-04-08 Corrado Monti , Arthur Capozzi , Yelena Mejova , Gianmarco De Francisci Morales

We investigate the dynamics of opinion formation on social networking platforms, focusing on how individual opinions, influenced by both social connections and platform algorithms, evolve. We model this process using a differential…

Social and Information Networks · Computer Science 2024-10-15 Hind AlMahmoud , Frederik Mallmann-trenn

Extremist communities increasingly rely on social media to sustain and amplify divisive discourse. However, the relationship between their internal participation structures, audience engagement, and narrative expression remains…

Social and Information Networks · Computer Science 2026-05-26 Rr. Nefriana , Muheng Yan , Rebecca Hwa , Yu-Ru Lin

We performed a massive study of the dynamics of group deliberation among several websites containing millions of opinions on topics ranging from books to media. Contrary to the common phenomenon of group polarization observed offline, we…

Computers and Society · Computer Science 2008-05-26 Fang Wu , Bernardo A. Huberman

Over the past decade, contrary to the early popular expectation that large-scale discourse in online communities would foster greater consensus, the large-scale structure of online discourse has been measured to be strongly polarized.…

Physics and Society · Physics 2025-01-28 Vince Campo , Sebastien Motsch , Dylan Weber

Social media platforms like YouTube and Twitter play a key role in disseminating both reliable and unreliable information about climate change. This study analyses the topology of interactions in Twitter and their relation to cross-platform…

Physics and Society · Physics 2025-09-01 Aleix Bassolas , Joan Massachs , Emanuele Cozzo , Julian Vicens

In politically sensitive scenarios like wars, social media serves as a platform for polarized discourse and expressions of strong ideological stances. While prior studies have explored ideological stance detection in general contexts,…

Computation and Language · Computer Science 2026-04-16 Hasin Jawad Ali , Ajwad Abrar , S. M. Hozaifa Hossain , M. Firoz Mridha

The widespread emergence of opinion polarization is often attributed to the rise of social media and the internet, which can promote selective exposure and the formation of echo chambers. However, experimental evidence shows that exposure…

Optimism about the Internet's potential to bring the world together has been tempered by concerns about its role in inflaming the 'culture wars'. Via mass selection into like-minded groups, online society may be becoming more fragmented and…

Social and Information Networks · Computer Science 2021-12-06 Isaac Waller , Ashton Anderson

Polarization among US political parties, media and elites is a widely studied topic. Prominent lines of prior research across multiple disciplines have observed and analyzed growing polarization in social media. In this paper, we present a…

Computation and Language · Computer Science 2020-10-20 Ashiqur R. KhudaBukhsh , Rupak Sarkar , Mark S. Kamlet , Tom M. Mitchell

Social media platforms have transformed the dynamics of collective opinion formation, enabling rapid, large-scale interactions while simultaneously exposing online discourse to polarization and manipulation. Traditional models of opinion…

Physics and Society · Physics 2025-11-18 Shigefumi Hata , Renaud Lambiotte , Hiroya Nakao , Ryota Kobayashi

Polarization is an increasingly worrying phenomenon within social media. Recent work has made it possible to detect and even quantify polarization. Nevertheless, the few existing metrics, although defined in a continuous space, often lead…

Social and Information Networks · Computer Science 2023-06-02 Celina Treuillier , Sylvain Castagnos , Armelle Brun

With the growth of online news over the past decade, empirical studies on political discourse and news consumption have focused on the phenomenon of filter bubbles and echo chambers. Yet recently, scholars have revealed limited evidence…

Computation and Language · Computer Science 2024-03-21 Xiaohan Ding , Mike Horning , Eugenia H. Rho

In the political arena of social platforms, opposing factions of varying sizes show asymmetrical patterns, and elites and masses within these groups have divergent motivations and influence,challenging simplistic views of polarization. Yet,…

Social and Information Networks · Computer Science 2026-01-14 Ali Salloum , Ted Hsuan Yun Chen , Mikko Kivelä

Unlike traditional media, online news platforms allow users to consume content that suits their tastes and to facilitate interactions with other people. However, as more personalized consumption of information and interaction with…

Social and Information Networks · Computer Science 2025-10-21 Byunghwee Lee , Hyo-sun Ryu , Jae Kook Lee , Hawoong Jeong , Beom Jun Kim

Polarization, defined as the emergence of sharply divided groups with opposing and often extreme views, is an increasingly prominent feature of modern societies. While many studies analyze this phenomenon in the context of single issues,…

Online social networks provide a medium for citizens to form opinions on different societal issues, and a forum for public discussion. They also expose users to viral content, such as breaking news articles. In this paper, we study the…

Social and Information Networks · Computer Science 2022-04-11 Sijing Tu , Stefan Neumann
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