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We present the first large-scale measurement study of cross-partisan discussions between liberals and conservatives on YouTube, based on a dataset of 274,241 political videos from 973 channels of US partisan media and 134M comments from…

Social and Information Networks · Computer Science 2021-04-13 Siqi Wu , Paul Resnick

Online debates are often characterised by extreme polarisation and heated discussions among users. The presence of hate speech online is becoming increasingly problematic, making necessary the development of appropriate countermeasures. In…

Social and Information Networks · Computer Science 2021-05-31 Matteo Cinelli , Andraž Pelicon , Igor Mozetič , Walter Quattrociocchi , Petra Kralj Novak , Fabiana Zollo

The ideological asymmetries have been recently observed in contested online spaces, where conservative voices seem to be relatively more pronounced even though liberals are known to have the population advantage on digital platforms. Most…

Social and Information Networks · Computer Science 2022-04-12 JooYoung Lee , Siqi Wu , Ali Mert Ertugrul , Yu-Ru Lin , Lexing Xie

Polarisation research has demonstrated how people cluster in homogeneous groups with opposing opinions. However, this effect emerges not only through interaction between people, limiting communication between groups, but also between…

Computers and Society · Computer Science 2026-01-13 Jan Elfes , Marco Bastos , Luca Maria Aiello

YouTube is the second most visited website in the world and receives comments from millions of commenters daily. The comments section acts as a space for discussions among commenters, but it could also be a breeding ground for problematic…

Social and Information Networks · Computer Science 2023-04-18 Shadi Shajari , Nitin Agarwal , Mustafa Alassad

Political discourse on social media has grown increasingly toxic, with electoral periods amplifying partisan hostility and cross-group attacks. Yet it remains unclear whether toxicity in online political speech reflects how partisans…

Social and Information Networks · Computer Science 2026-05-14 Danishjeet Singh , Anindya Mondal , Filippo Menczer

As of 2018, YouTube, the major online video sharing website, hosts multiple channels promoting right-wing content. In this paper, we observe issues related to hate, violence and discriminatory bias in a dataset containing more than 7,000…

Social and Information Networks · Computer Science 2018-04-12 Raphael Ottoni , Evandro Cunha , Gabriel Magno , Pedro Bernadina , Wagner Meira , Virgilio Almeida

Social media platforms are often blamed for exacerbating political polarization and worsening public dialogue. Many claim that hyperpartisan users post pernicious content, slanted to their political views, inciting contentious and toxic…

Social and Information Networks · Computer Science 2024-11-01 Hans W. A. Hanley , Zakir Durumeric

Many social media studies argue that social media creates echo chambers where some users only interact with peers of the same political orientation. However, recent studies suggest that a substantial amount of Cross-Partisan Interactions…

Social and Information Networks · Computer Science 2025-04-15 Yusuf Mücahit Çetinkaya , Vahid Ghafouri , Guillermo Suarez-Tangil , Jose Such , Tuğrulcan Elmas

While cross-partisan conversations are central to a vibrant democracy, these are hard conversations to have, especially in the United States amidst unprecedented levels of partisan animosity. Such interactions often devolve into…

Social and Information Networks · Computer Science 2021-08-17 Ashwin Rajadesingan , Carolyn Duran , Paul Resnick , Ceren Budak

While existing works have emphasized how elites shape mass opinion, we ask whether the reverse also holds: do audience reactions on social media actively shape elite behavior? We examine this question through the lens of cross-partisan…

Social and Information Networks · Computer Science 2026-03-24 Ahana Biswas , Yu-Ru Lin

Social media provides a critical communication platform for political figures, but also makes them easy targets for harassment. In this paper, we characterize users who adversarially interact with political figures on Twitter using…

Human-Computer Interaction · Computer Science 2020-05-12 Yiqing Hua , Mor Naaman , Thomas Ristenpart

Using language models, we analyze a sample of 67 million tweets and 30 million Reddit comments referencing a set of 215 political entities from 2010-2023 from partisan users, journalists, and politicians. Our analysis indicates outgroup…

Social and Information Networks · Computer Science 2025-06-02 Suyash Fulay , Deb Roy

Since the Russian invasion of Ukraine, a large volume of biased and partisan news has been spread via social media platforms. As this may lead to wider societal issues, we argue that understanding how partisan news sharing impacts users'…

Social and Information Networks · Computer Science 2023-11-28 Yiming Zhu , Ehsan-Ul Haq , Gareth Tyson , Lik-Hang Lee , Yuyang Wang , Pan Hui

We conduct a preliminary analysis of comments on political YouTube content containing misinformation in comparison to comments on trustworthy or apolitical videos, labelling the bias and factual ratings of our channels according to Media…

Computers and Society · Computer Science 2019-09-17 Aarash Heydari , Janny Zhang , Shaan Appel , Xinyi Wu , Gireeja Ranade

Social media platforms play a pivotal role in shaping public opinion and amplifying political discourse, particularly during elections. However, the same dynamics that foster democratic engagement can also exacerbate polarization. To better…

Social and Information Networks · Computer Science 2024-12-05 Hazem Ibrahim , Farhan Khan , Hend Alabdouli , Maryam Almatrooshi , Tran Nguyen , Talal Rahwan , Yasir Zaki

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

Political debate nowadays takes place mainly on online social media, with election periods amplifying ideological engagement. Reddit is generally considered more resistant to polarization and echo chamber effects than platforms like Twitter…

Physics and Society · Physics 2025-11-04 Daniele Cirulli , Antonio Desiderio , Giulio Cimini , Fabio Saracco

We provide an NLP framework to uncover four linguistic dimensions of political polarization in social media: topic choice, framing, affect and illocutionary force. We quantify these aspects with existing lexical methods, and propose…

Computation and Language · Computer Science 2019-04-05 Dorottya Demszky , Nikhil Garg , Rob Voigt , James Zou , Matthew Gentzkow , Jesse Shapiro , Dan Jurafsky

The rise of misinformation and fake news in online political discourse poses significant challenges to democratic processes and public engagement. While debunking efforts aim to counteract misinformation and foster fact-based dialogue,…

Computers and Society · Computer Science 2025-02-03 Wentao Xu , Wenlu Fan , Shiqian Lu , Tenghao Li , Bin Wang
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