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YouTube has emerged as a major platform for political communication and news dissemination, particularly during high-stakes electoral periods. In the context of the 2024 European Parliament and French legislative elections, this study…

Computers and Society · Computer Science 2026-01-21 Vera Sosnovik , Caroline Violot , Mathias Humbert

In this paper, we investigate how vaping is framed differently (2008-2021) between US news and social media. We analyze 15,711 news articles and 1,231,379 Facebook posts about vaping to study the differences in framing between media…

Media organizations bear great reponsibility because of their considerable influence on shaping beliefs and positions of our society. Any form of media can contain overly biased content, e.g., by reporting on political events in a selective…

Computation and Language · Computer Science 2020-10-22 Wei-Fan Chen , Khalid Al-Khatib , Henning Wachsmuth , Benno Stein

The manifestation and effect of bias in news reporting have been central topics in the social sciences for decades, and have received increasing attention in the NLP community recently. While NLP can help to scale up analyses or contribute…

Computation and Language · Computer Science 2024-06-21 Gisela Vallejo , Timothy Baldwin , Lea Frermann

Information is crucial to the function of a democratic society where well-informed citizens can make rational political decisions. While in the past political entities were primarily utilizing newspaper and later television to inform the…

Social and Information Networks · Computer Science 2020-09-22 Aaron Brookhouse , Tyler Derr , Hamid Karimi , H. Russell Bernard , Jiliang Tang

In the current media landscape, understanding the framing of information is crucial for critical consumption and informed decision making. Framing analysis is a valuable tool for identifying the underlying perspectives used to present…

Human-Computer Interaction · Computer Science 2024-09-20 David Alonso del Barrio , Max Tiel , Daniel Gatica-Perez

The growing political polarization of the American electorate over the last several decades has been widely studied and documented. During the administration of President Donald Trump, charges of "fake news" made social and news media not…

Computers and Society · Computer Science 2021-01-26 Ashiqur R. KhudaBukhsh , Rupak Sarkar , Mark S. Kamlet , Tom M. Mitchell

Today, an estimated 75% of the British public access information about politics and public life online, and 40% do so via social media. With this context in mind, we investigate information sharing patterns over social media in the lead-up…

Social and Information Networks · Computer Science 2020-02-28 Nahema Marchal , Bence Kollanyi , Lisa-Maria Neudert , Hubert Au , Philip N. Howard

The present level of proliferation of fake, biased, and propagandistic content online has made it impossible to fact-check every single suspicious claim or article, either manually or automatically. Thus, many researchers are shifting their…

Social and Information Networks · Computer Science 2021-03-24 Preslav Nakov , Husrev Taha Sencar , Jisun An , Haewoon Kwak

With the increasing popularity of social network services, paradigm-shifting has occurred in political communication. Politicians, candidates, and political organizations establish their fan pages to interact with online citizens.…

Computers and Society · Computer Science 2022-05-27 Ming-Hung Wang , Wei-Yang Chang , Kuan-Hung Kuo , Kuo-Yu Tsai

Search engines play a crucial role in shaping public discourse by influencing how information is accessed and framed. While prior research has extensively examined various dimensions of search bias -- such as content prioritization,…

Computation and Language · Computer Science 2025-07-18 Amrit Poudel , Tim Weninger

Given the extremely large pool of events and stories available, media outlets need to focus on a subset of issues and aspects to convey to their audience. Outlets are often accused of exhibiting a systematic bias in this selection process,…

Computation and Language · Computer Science 2015-04-08 Vlad Niculae , Caroline Suen , Justine Zhang , Cristian Danescu-Niculescu-Mizil , Jure Leskovec

Political news on social media rarely circulates in isolation: audiences actively engage, react, and clash. Whether these interactions reflect agreement or conflict may depend on the ideological discrepancy between publishers and the news…

Social and Information Networks · Computer Science 2026-05-05 Thiago Magrin , Jordan Kobellarz , Pedro O. S. Vaz-de-Melo , Thiago H. Silva

Within the United States, the majority of the populace receives their news online. U.S mainstream media outlets both generate and influence the news consumed by U.S citizens. Many of these citizens have their personal beliefs about these…

Human-Computer Interaction · Computer Science 2024-03-04 Keshav Dasu , Sam Yu-Te Lee , Ying-Cheng Chen , Kwan-Liu Ma

Multi-document news summarisation systems are increasingly adopted for their convenience in processing vast daily news content, making fairness across diverse political perspectives critical. However, these systems can exhibit political…

Computation and Language · Computer Science 2026-04-24 Nannan Huang , Iffat Maab , Junichi Yamagishi

Media outlets and political campaigners recognise social media as a means for widely disseminating news and opinions. In particular, Twitter is used by political groups all over the world to spread political messages, engage their…

Social and Information Networks · Computer Science 2018-12-06 Adnan Qayyum , Zafar Gilani , Siddique Latif , Junaid Qadir

With our work, we contribute towards a qualitative analysis of the discourse on controversies in online news media. For this, we employ Formal Concept Analysis and the economics of conventions to derive conceptual controversy maps. In our…

Social and Information Networks · Computer Science 2024-05-01 Claude Draude , Dominik Dürrschnabel , Johannes Hirth , Viktoria Horn , Jonathan Kropf , Jörn Lamla , Gerd Stumme , Markus Uhlmann

News sources play a central role in democratic societies by shaping political and social discourse through specific topics, viewpoints and voices. Understanding these dynamics is essential for assessing whether the media landscape offers a…

Computation and Language · Computer Science 2025-12-18 Massimiliano Fadda , Enrico Motta , Francesco Osborne , Diego Reforgiato Recupero , Angelo Salatino

It is believed that interventions that change the media's costs of misreporting can increase the information provided by media outlets. This paper analyzes the validity of this claim and the welfare implications of those types of…

General Economics · Economics 2021-08-26 Federico Vaccari

Hashtags in online social media have become a way for users to build communities around topics, promote opinions, and categorize messages. In the political context, hashtags on Twitter are used by users to campaign for their parties, spread…

Social and Information Networks · Computer Science 2020-04-30 Saurabh Gupta , Asmit Kumar Singh , Arun Balaji Buduru , Ponnurangam Kumaraguru
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