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This paper provides a novel summary measure of ideological polarization in the American public based on the joint distribution of survey responses. Intuitively, polarization is maximized when views are concentrated at opposing extremes with…

General Economics · Economics 2025-12-02 Alistair Pattison

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

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

Search engines are used and trusted by hundreds of millions of people every day. However, the algorithms used by search engines to index, filter, and rank web content are inherently biased, and will necessarily prefer some views and…

Computers and Society · Computer Science 2025-11-03 Ronja Rönnback , Chris Emmery , Marie Šafář Postma , Filip Milde , Jan Charvát , Henry Brighton

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

Studying political activity on social media often requires defining and measuring political stances of users or content. Relevant examples include the study of opinion polarization, or the study of political diversity in online content…

Immigration is one of the most salient topics in public debate. Social media heavily influences opinions on immigration, often sparking polarized debates and offline tensions. Studying 220,870 immigration-related tweets in the UK, we…

Social and Information Networks · Computer Science 2024-01-15 Andrea Nasuto , Francisco Rowe

Our paper aims to analyze political polarization in US political system using Language Models, and thereby help candidates make an informed decision. The availability of this information will help voters understand their candidates views on…

Computation and Language · Computer Science 2023-01-04 Samiran Gode , Supreeth Bare , Bhiksha Raj , Hyungon Yoo

In the digital era, the internet and social media have transformed communication but have also facilitated the spread of hate speech and disinformation, leading to radicalization, polarization, and toxicity. This is especially concerning…

Computation and Language · Computer Science 2024-09-20 ALEJANDRO BUITRAGO LOPEZ , Javier Pastor-Galindo , José Antonio Ruipérez-Valiente

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

The analysis of social networks enables the understanding of social interactions, polarisation of ideas, and the spread of information and therefore plays an important role in society. We use Twitter data - as it is a popular venue for the…

Social and Information Networks · Computer Science 2024-12-06 Caroline Pena , Pádraig MacCarron , David J. P. O'Sullivan

Political polarization can be beneficial to competing political parties. I study how electoral competition itself generates incentives to polarize voters, even when parties are ex ante identical and motivated purely by political power,…

General Economics · Economics 2026-02-02 Giampaolo Bonomi

The emergence of large language models (LLMs) is reshaping how people engage in political discourse online. We examine how the release of ChatGPT altered ideological and emotional patterns in the largest political forum on Reddit. Analysis…

General Economics · Economics 2026-01-29 Gavin Wang , Srinaath Anbudurai , Oliver Sun , Xitong Li , Lynn Wu

Social media play a key role in shaping citizens' political opinion. According to the Eurobarometer, the percentage of EU citizens employing online social networks on a daily basis has increased from 18% in 2010 to 48% in 2019. The…

Social and Information Networks · Computer Science 2021-06-29 Tommaso Radicioni , Fabio Saracco , Elena Pavan , Tiziano Squartini

The COVID-19 pandemic brought upon a massive wave of disinformation, exacerbating polarization in the increasingly divided landscape of online discourse. In this context, popular social media users play a major role, as they have the…

Social and Information Networks · Computer Science 2023-07-25 Giacomo De Nicola , Victor H. Tuekam Mambou , Göran Kauermann

As political polarization in the United States continues to rise, the question of whether polarized individuals can fruitfully cooperate becomes pressing. Although diversity of individual perspectives typically leads to superior team…

Social and Information Networks · Computer Science 2019-03-11 Feng Shi , Misha Teplitskiy , Eamon Duede , James Evans

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

Effective response to pandemics requires coordinated adoption of mitigation measures, like masking and quarantines, to curb a virus's spread. However, as the COVID-19 pandemic demonstrated, political divisions can hinder consensus on the…

Social and Information Networks · Computer Science 2023-10-18 Ashwin Rao , Siyi Guo , Sze-Yuh Nina Wang , Fred Morstatter , Kristina Lerman

Digital traces of conversations in micro-blogging platforms and OSNs provide information about user opinion with a high degree of resolution. These information sources can be exploited to under- stand and monitor collective behaviors. In…

Social and Information Networks · Computer Science 2016-10-28 Mauro Coletto , Claudio Lucchese , Salvatore Orlando , Raffaele Perego

In the last few years, microblogging platforms such as Twitter have given rise to a deluge of textual data that can be used for the analysis of informal communication between millions of individuals. In this work, we propose an…

Computation and Language · Computer Science 2021-11-17 Gonzalo Donoso , David Sanchez
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