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This study examines the relationship between media coverage and public information demand during the Lebanon conflict in March 2026. Using a dataset of 11,623 English-language news articles collected from the GDELT database and Google…

Computers and Society · Computer Science 2026-04-21 Mohamed Soufan

Understanding how misleading and outright false information enters news ecosystems remains a difficult challenge that requires tracking how narratives spread across thousands of fringe and mainstream news websites. To do this, we introduce…

Social and Information Networks · Computer Science 2025-01-17 Hans W. A. Hanley , Emily Okabe , Zakir Durumeric

This study examines elite-driven political communication on Telegram during the ongoing Russo-Ukrainian war, the first large-scale European war in the social media era. Using a unique dataset of Telegram public posts from Ukrainian and…

Social and Information Networks · Computer Science 2025-10-15 Mykola Makhortykh , Aytalina Kulichkina , Kateryna Maikovska

Society is showing signs of strong ideological polarization. When pushed to seek perspectives different from their own, people often reject diverse ideas or find them unfathomable. Work has shown that framing controversial issues using the…

Computers and Society · Computer Science 2022-01-24 Jessica Wang , Amy Zhang , David Karger

It has been suggested that online search and retrieval contributes to the intellectual isolation of users within their preexisting ideologies, where people's prior views are strengthened and alternative viewpoints are infrequently…

Information Retrieval · Computer Science 2014-05-08 Danai Koutra , Paul Bennett , Eric Horvitz

In public opinion studies, the relationships between opinions on different topics are likely to shift based on the characteristics of the respondents. Thus, understanding the complexities of public opinion requires methods that can account…

Automated frame analysis of political communication is a popular task in computational social science that is used to study how authors select aspects of a topic to frame its reception. So far, such studies have been narrow, in that they…

Computation and Language · Computer Science 2025-05-30 Arnav Arora , Srishti Yadav , Maria Antoniak , Serge Belongie , Isabelle Augenstein

In covering elections, journalists often use conflict frames which depict events and issues as adversarial, often highlighting confrontations between opposing parties. Although conflict frames result in more citizen engagement, they may…

Social and Information Networks · Computer Science 2025-03-03 Tejasvi Chebrolu , Rohan Chowdary , N Harsha Vardhan , Ponnurangam Kumaraguru , Ashwin Rajadesingan

Opinion polls have been the bridge between public opinion and politicians in elections. However, developing surveys to disclose people's feedback with respect to economic issues is limited, expensive, and time-consuming. In recent years,…

Social and Information Networks · Computer Science 2018-02-07 Amir Karami , London S. Bennett , Xiaoyun He

Understanding how people argue across ideological divides online is important for studying political polarization, misinformation, and content moderation. Existing datasets capture only part of this problem: some preserve text but ignore…

Computation and Language · Computer Science 2026-05-04 Ta Thanh Thuy , Jiaqi Zhu , Xuan Liu , Lin Shang , Reihaneh Rabbany , Guillaume Rabusseau , Lihui Chen , Zheng Yilun , Sitao Luan

In the last decade, online social media has become the primary platform for protesters to organize and express their agenda in various parts of the world. Nevertheless, scholars still debate whether online tools induce offline protests or…

Social and Information Networks · Computer Science 2021-09-27 Ivan Slobozhan , Tymofii Brik , Rajesh Sharma

As news and social media exhibit an increasing amount of manipulative polarized content, detecting such propaganda has received attention as a new task for content analysis. Prior work has focused on supervised learning with training data…

Computation and Language · Computer Science 2020-11-24 Liqiang Wang , Xiaoyu Shen , Gerard de Melo , Gerhard Weikum

This study quantifies influence between media outlets by applying a novel methodology that uses causal effect estimation on networks and transformer language models. We demonstrate the obscured influence of state-controlled outlets over…

Social and Information Networks · Computer Science 2022-01-19 Joseph Schlessinger , Richard Bennet , Jacob Coakwell , Steven T. Smith , Edward K. Kao

Social media platforms significantly influence ideological divisions by enabling users to select information that aligns with their beliefs and avoid opposing viewpoints. Analyzing approximately 47 million Facebook posts, this study…

Social and Information Networks · Computer Science 2024-07-08 Giulio Pecile , Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

The proliferation of online debate platforms and social media has led to an unprecedented volume of argumentative content on controversial topics from multiple perspectives. While this wealth of perspectives offers opportunities for…

Computation and Language · Computer Science 2026-04-21 Rudra Ranajee Saha , Laks V. S. Lakshmanan , Raymond T. Ng

With the explosive growth of online social media, the ancient problem of information disorders interfering with news diffusion has surfaced with a renewed intensity threatening our democracies, public health, and news outlets' credibility.…

Computers and Society · Computer Science 2023-01-18 Giancarlo Ruffo , Alfonso Semeraro , Anastasia Giachanou , Paolo Rosso

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

Social media platforms and online forums generate rapid and increasing amount of textual data. Businesses, government agencies, and media organizations seek to perform sentiment analysis on this rich text data. The results of these…

Computation and Language · Computer Science 2020-09-29 Muhammad Haroon Shakeel , Turki Alghamidi , Safi Faizullah , Imdadullah Khan

Hate and extremism cannot be controlled globally without understanding how they operate at scale. Both have escalated dramatically during the Israel-Hamas and Ukraine-Russia wars. Here we show how the online hate-extremism system is now…

Social and Information Networks · Computer Science 2023-11-17 Richard Sear , Neil F. Johnson

An economic system is an exemplar of a complex system in which all agents interact simultaneously. Interactions between countries have generally been studied using the flow of resources across diverse trade networks, in which the degree of…

Physics and Society · Physics 2022-09-07 Sungyong Kim , Jinhyuk Yun