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Understanding affective polarization in online discourse is crucial for evaluating the societal impact of social media interactions. This study presents a novel framework that leverages large language models (LLMs) and domain-informed…

社会与信息网络 · 计算机科学 2026-01-06 Jawad Chowdhury , Rezaur Rashid , Gabriel Terejanu

Online social networks have dramatically altered the landscape of public discourse, creating both opportunities for enhanced civic participation and risks of deepening social divisions. Prevalent approaches to studying online polarization…

物理与社会 · 物理学 2025-06-12 Tim Donkers , Jürgen Ziegler

The rise of social media has fundamentally transformed how people engage in public discourse and form opinions. While these platforms offer unprecedented opportunities for democratic engagement, they have been implicated in increasing…

社会与信息网络 · 计算机科学 2025-06-23 Tim Donkers , Jürgen Ziegler

Affective polarization, or, inter-party hostility, is increasingly recognized as a pervasive issue in democracies worldwide, posing a threat to social cohesion. The digital media ecosystem, now widely accessible and ever-present, has often…

多智能体系统 · 计算机科学 2025-04-11 Narayani Vedam , Subhayan Mukerjee , Prasanta Bhattacharya

The intensification of affective polarization worldwide has raised new questions about how social media platforms might be further fracturing an already-divided public sphere. As opposed to ideological polarization, affective polarization…

社会与信息网络 · 计算机科学 2021-10-13 Martin Saveski , Nabeel Gillani , Ann Yuan , Prashanth Vijayaraghavan , Deb Roy

Group polarization is an important research direction in social media content analysis, attracting many researchers to explore this field. Therefore, how to effectively measure group polarization has become a critical topic. Measuring group…

计算机与社会 · 计算机科学 2024-12-17 Zixin Liu , Ji Zhang , Yiran Ding

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…

社会与信息网络 · 计算机科学 2024-05-09 Kristina Lerman , Dan Feldman , Zihao He , Ashwin Rao

The impact of social media on critical issues such as echo chambers needs to be addressed, as these phenomena can have disruptive consequences for our society. Traditional research often oversimplifies emotional tendencies and opinion…

社会与信息网络 · 计算机科学 2025-03-12 Chenxi Wang , Zongfang Liu , Dequan Yang , Xiuying Chen

The rise of echo chambers on social media platforms has heightened concerns about polarization and the reinforcement of existing beliefs. Traditional approaches for simulating echo chamber formation have often relied on predefined rules and…

社会与信息网络 · 计算机科学 2025-02-26 Chenhao Gu , Ling Luo , Zainab Razia Zaidi , Shanika Karunasekera

Affective polarization, the emotional divide between ideological groups marked by in-group love and out-group hate, has intensified in the United States, driving contentious issues like masking and lockdowns during the COVID-19 pandemic.…

社会与信息网络 · 计算机科学 2024-12-20 Buddhika Nettasinghe , Ashwin Rao , Bohan Jiang , Allon Percus , Kristina Lerman

Social media platforms are rife with politically charged discussions. Therefore, accurately deciphering and predicting partisan biases using Large Language Models (LLMs) is increasingly critical. In this study, we address the challenge of…

计算与语言 · 计算机科学 2023-11-17 Zihao He , Siyi Guo , Ashwin Rao , Kristina Lerman

Online social networks have transformed the ways in which political mobilization messages are disseminated, raising new questions about how peer influence operates at scale. Building on the landmark 61-million-person Facebook experiment…

社会与信息网络 · 计算机科学 2025-10-31 Sadegh Shirani , Mohsen Bayati

In order to truly understand how social media might shape online discourses or contribute to societal polarization, we need refined models of platform choice, that is: models that help us understand why users prefer one social media…

适应与自组织系统 · 物理学 2024-11-08 Sven Banisch , Dennis Jacob , Tom Willaert , Eckehard Olbrich

We explore a new mechanism to explain polarization phenomena in opinion dynamics in which agents evaluate alternative views on the basis of the social feedback obtained on expressing them. High support of the favored opinion in the social…

物理与社会 · 物理学 2018-10-22 Sven Banisch , Eckehard Olbrich

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…

社会与信息网络 · 计算机科学 2024-10-15 Hind AlMahmoud , Frederik Mallmann-trenn

Language change is influenced by many factors, but often starts from synchronic variation, where multiple linguistic patterns or forms coexist, or where different speech communities use language in increasingly different ways. Besides…

社会与信息网络 · 计算机科学 2023-09-06 Andres Karjus , Christine Cuskley

Polarization issue is generally subject to ideological polarization and affective polarization. In particular, affective polarization usually accelerates the polarization process and transform social interactions into a zero-sum game. Yet,…

物理与社会 · 物理学 2023-04-27 Peng-Bi Cui

Social media is often criticized for amplifying toxic discourse and discouraging constructive conversations. But designing social media platforms to promote better conversations is inherently challenging. This paper asks whether simulating…

社会与信息网络 · 计算机科学 2023-10-11 Petter Törnberg , Diliara Valeeva , Justus Uitermark , Christopher Bail

Rapid advances in large language models (LLMs) have not only empowered autonomous agents to generate social networks, communicate, and form shared and diverging opinions on political issues, but have also begun to play a growing role in…

社会与信息网络 · 计算机科学 2025-05-22 Jinghua Piao , Zhihong Lu , Chen Gao , Fengli Xu , Qinghua Hu , Fernando P. Santos , Yong Li , James Evans
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