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This survey draws a broad-stroke, panoramic picture of the State of the Art (SoTA) of the research in generative methods for the analysis of social media data. It fills a void, as the existing survey articles are either much narrower in…

Social and Information Networks · Computer Science 2021-12-15 Stan Matwin , Aristides Milios , Paweł Prałat , Amilcar Soares , François Théberge

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

Increased sharing of untrustworthy information on social media platforms is one of the main challenges of our modern information society. Because information disseminated by political elites is known to shape citizen and media discourse, it…

Computers and Society · Computer Science 2022-07-14 Jana Lasser , Segun Taofeek Aroyehun , Almog Simchon , Fabio Carrella , David Garcia , Stephan Lewandowsky

Social media channels, such as Facebook, Twitter, and Instagram, have altered our world forever. People are now increasingly connected than ever and reveal a sort of digital persona. Although social media certainly has several remarkable…

Social and Information Networks · Computer Science 2020-08-26 Hatoon S. AlSagri , Mourad Ykhlef

Online Social Networks (OSNs) allow personalities and companies to communicate directly with the public, bypassing filters of traditional medias. As people rely on OSNs to stay up-to-date, the political debate has moved online too. We…

Social and Information Networks · Computer Science 2021-05-05 Martino Trevisan , Luca Vassio , Idilio Drago , Marco Mellia , Fabricio Murai , Flavio Figueiredo , Ana Paula Couto da Silva , Jussara M. Almeida

Twitter as a new form of social media potentially contains useful information that opens new opportunities for content analysis on tweets. This paper examines the predictive power of Twitter regarding the US presidential election of 2012.…

Social and Information Networks · Computer Science 2014-07-03 Kazem Jahanbakhsh , Yumi Moon

Estimating the political leanings of social media users is a challenging and ever more pressing problem given the increase in social media consumption. We introduce Retweet-BERT, a simple and scalable model to estimate the political…

Social and Information Networks · Computer Science 2023-04-10 Julie Jiang , Xiang Ren , Emilio Ferrara

Online social media has become increasingly popular in recent years due to its ease of access and ability to connect with others. One of social media's main draws is its anonymity, allowing users to share their thoughts and opinions without…

Computation and Language · Computer Science 2024-04-12 Vigneshwaran Shankaran , Rajesh Sharma

Twitter is currently a popular online social media platform which allows users to share their user-generated content. This publicly-generated user data is also crucial to healthcare technologies because the discovered patterns would hugely…

Machine Learning · Computer Science 2021-05-25 Hamad Zogan , Imran Razzak , Shoaib Jameel , Guandong Xu

In the intricate landscape of social media, genuine content dissemination may be altered by a number of threats. Coordinated Behavior (CB), defined as orchestrated efforts by entities to deceive or mislead users about their identity and…

Social and Information Networks · Computer Science 2024-10-07 Edoardo Loru , Matteo Cinelli , Maurizio Tesconi , Walter Quattrociocchi

Gab, an online social media platform with very little content moderation, has recently come to prominence as an alt-right community and a haven for hate speech. We document the evolution of Gab since its inception until a Gab user carried…

Social and Information Networks · Computer Science 2019-12-25 Reid McIlroy-Young , Ashton Anderson

Understanding the dynamics of language toxicity on social media is important for us to investigate the propagation of misinformation and the development of echo chambers for political scenarios such as U.S. presidential elections. Recent…

Computers and Society · Computer Science 2025-01-17 Wentao Xu

Elected officials have privileged roles in public communication. In contrast to national politicians, whose posting content is more likely to be closely scrutinized by a robust ecosystem of nationally focused media outlets, sub-national…

Social and Information Networks · Computer Science 2024-07-24 Ahana Biswas , Yu-Ru Lin , Yuehong Cassandra Tai , Bruce A. Desmarais

Among the goals of information operations are to change the overall information environment vis-\'a-vis specific actors. For example, "trolling campaigns" seek to undermine the credibility of specific public figures, leading others to…

Computation and Language · Computer Science 2022-01-10 David A. Broniatowski

The integrity of democratic political discourse is at the core to guarantee free and fair elections. With social media often dictating the tones and trends of politics-related discussion, it is of paramount important to be able to study…

Social and Information Networks · Computer Science 2023-04-19 Emily Chen , Ashok Deb , Emilio Ferrara

There is a growing discussion about social media feeds being increasingly filled with AI-generated content. Due to its visual plausibility, low cost, and fast production speed, AI-generated content is said to be highly effective in "gaming…

Computers and Society · Computer Science 2025-08-05 Natalia Stanusch , Martin Degeling , Salvatore Romano , Raziye Buse Çetin , Miazia Schüler , Silvia Semenzin

Many extreme right groups have had an online presence for some time through the use of dedicated websites. This has been accompanied by increased activity in social media platforms in recent years, enabling the dissemination of extreme…

Social and Information Networks · Computer Science 2014-01-28 Derek O'Callaghan , Derek Greene , Maura Conway , Joe Carthy , Pádraig Cunningham

Automated social media accounts, known as bots, have been shown to spread disinformation and manipulate online discussions. We study the behavior of retweet bots on Twitter during the first impeachment of U.S. President Donald Trump. We…

Social and Information Networks · Computer Science 2023-03-28 Michael Rossetti , Tauhid Zaman

Online government petitions represent a new data-rich mode of political participation. This work examines the thus far understudied dynamics of sharing petitions on social media in order to garner signatures and, ultimately, a government…

Social and Information Networks · Computer Science 2021-01-05 Peter Cihon , Taha Yasseri , Scott Hale , Helen Margetts

The Russian Internet Research Agency's (IRA) online interference campaign in the 2016 U.S. presidential election represents a turning point in the trajectory of democratic elections in the digital age. What can we learn about how the IRA…

Social and Information Networks · Computer Science 2020-10-29 Dimitra Liotsiou , Bharath Ganesh , Philip N. Howard