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Online polarization has attracted the attention of researchers for many years. Its effects on society are a cause for concern, and the design of personalized depolarization strategies appears to be a key solution. Such strategies should…

社会与信息网络 · 计算机科学 2023-12-11 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…

计算与语言 · 计算机科学 2024-03-21 Xiaohan Ding , Mike Horning , Eugenia H. Rho

In recent years, social media has been criticized for yielding polarization. Identifying emerging disagreements and growing polarization is important for journalists to create alerts and provide more balanced coverage. While recent studies…

社会与信息网络 · 计算机科学 2022-11-30 Tomoki Fukuma , Koki Noda , Hiroki Kumagai , Hiroki Yamamoto , Yoshiharu Ichikawa , Kyosuke Kambe , Yu Maubuchi , Fujio Toriumi

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,…

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

News outlets are now more than ever incentivized to provide their audience with slanted news, while the intrinsic homophilic nature of online social media may exacerbate polarized opinions. Here, we propose a new dynamic latent space model…

应用统计 · 统计学 2025-09-19 Roberto Casarin , Antonio Peruzzi , Mark F. J. Steel

The polarization of opinions, information segregation, and cognitive biases on social media have attracted significant academic attention. In real-world networks, information often spans multiple interrelated topics, posing challenges for…

人工智能 · 计算机科学 2025-10-15 Dingyi Zuo , Hongjie Zhang , Jie Ou , Chaosheng Feng , Shuwan Liu

Polarization is defined as divisive opinions held by two or more groups on substantive issues. As the world's third-largest democracy, Indonesia faces growing concerns about the interplay between political polarization and online toxicity,…

计算与语言 · 计算机科学 2025-03-04 Lucky Susanto , Musa Wijanarko , Prasetia Pratama , Zilu Tang , Fariz Akyas , Traci Hong , Ika Idris , Alham Aji , Derry Wijaya

With the recent advances of networking technology, connections among people are unprecedentedly enhanced. People with different ideologies and backgrounds interact with each other, and there may exist severe opinion polarization and…

社会与信息网络 · 计算机科学 2021-04-13 Yuejiang Li , Hong Vicky Zhao

Online discourse is often perceived as polarized and unproductive. While some conversational discourse parsing frameworks are available, they do not naturally lend themselves to the analysis of contentious and polarizing discussions.…

计算与语言 · 计算机科学 2020-12-09 Stepan Zakharov , Omri Hadar , Tovit Hakak , Dina Grossman , Yifat Ben-David Kolikant , Oren Tsur

The explosive growth of social media has not only revolutionized communication but also brought challenges such as political polarization, misinformation, hate speech, and echo chambers. This dissertation employs computational social…

社会与信息网络 · 计算机科学 2025-09-16 Julie Jiang

Research across different disciplines has documented the expanding polarization in social media. However, much of it focused on the US political system or its culturally controversial topics. In this work, we explore polarization on Twitter…

社会与信息网络 · 计算机科学 2021-04-13 Ramon Villa-Cox , Helen , Zeng , Ashiqur R. KhudaBukhsh , Kathleen M. Carley

Recognizing affective events that trigger positive or negative sentiment has a wide range of natural language processing applications but remains a challenging problem mainly because the polarity of an event is not necessarily predictable…

计算与语言 · 计算机科学 2020-01-01 Jun Saito , Yugo Murawaki , Sadao Kurohashi

Following recent policy changes by X (Twitter) and other social media platforms, user interaction data has become increasingly difficult to access. These restrictions are impeding robust research pertaining to social and political phenomena…

As large language models (LLMs) become increasingly embedded in civic, educational, and political information environments, concerns about their potential political bias have grown. Prior research often evaluates such bias through simulated…

计算机与社会 · 计算机科学 2026-03-20 Tai-Quan Peng , Kaiqi Yang , Sanguk Lee , Hang Li , Yucheng Chu , Yuping Lin , Hui Liu

In opinion dynamics, as in general usage, polarisation is subjective. To understand polarisation, we need to develop more precise methods to measure the agreement in society. This paper presents four mathematical measures of polarisation…

物理与社会 · 物理学 2023-01-11 Johnathan A. Adams , Gentry White , Robyn P. Araujo

In multilingual societies, social conversations often involve code-mixed speech. The current speech technology may not be well equipped to extract information from multi-lingual multi-speaker conversations. The DISPLACE challenge entails a…

We introduce bipol, a new metric with explainability, for estimating social bias in text data. Harmful bias is prevalent in many online sources of data that are used for training machine learning (ML) models. In a step to address this…

计算与语言 · 计算机科学 2023-09-19 Lama Alkhaled , Tosin Adewumi , Sana Sabah Sabry

Users polarization and confirmation bias play a key role in misinformation spreading on online social media. Our aim is to use this information to determine in advance potential targets for hoaxes and fake news. In this paper, we introduce…

社会与信息网络 · 计算机科学 2018-02-06 Michela Del Vicario , Walter Quattrociocchi , Antonio Scala , Fabiana Zollo

We propose to measure political bias in LLMs by analyzing both the content and style of their generated content regarding political issues. Existing benchmarks and measures focus on gender and racial biases. However, political bias exists…

计算与语言 · 计算机科学 2024-03-29 Yejin Bang , Delong Chen , Nayeon Lee , Pascale Fung