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At a time when information seekers first turn to digital sources for news and opinion, it is critical that we understand the role that social media plays in human behavior. This is especially true when information consumers also act as…

Social and Information Networks · Computer Science 2016-06-21 Maria Glenski , Tim Weninger

Social media is currently one of the most important means of news communication. Since people are consuming a large fraction of their daily news through social media, most of the traditional news channels are using social media to catch the…

Social and Information Networks · Computer Science 2019-08-23 Nagendra Kumar , Rakshita Nagalla , Tanya Marwah , Manish Singh

Controversial posts are those that split the preferences of a community, receiving both significant positive and significant negative feedback. Our inclusion of the word "community" here is deliberate: what is controversial to some…

Computation and Language · Computer Science 2019-04-17 Jack Hessel , Lillian Lee

Social susceptibility is defined and analyzed using data from CNN news website. The current models of opinion dynamics, voting, and herding in closed communities are extended, and the community's response to the injection of a group with…

Physics and Society · Physics 2015-09-02 Elad Oster , Erez Gilad , Alexander Feigel

User response to contributed content in online social media depends on many factors. These include how the site lays out new content, how frequently the user visits the site, how many friends the user follows, how active these friends are,…

Computers and Society · Computer Science 2013-08-14 Tad Hogg , Kristina Lerman , Laura M. Smith

Framing theory posits that how information is presented shapes audience responses, but computational work has largely ignored audience reactions. While recent work showed that article framing systematically shapes the content of reader…

Computation and Language · Computer Science 2026-04-22 Matteo Guida , Yulia Otmakhova , Eduard Hovy , Lea Frermann

Engaged costumers are a very import part of current social media marketing. Public figures and brands have to be very careful about what to post online. That is why the need for accurate strategies for anticipating the impact of a post…

Social and Information Networks · Computer Science 2019-09-24 Érika S. Rosas-Quezada , Gabriela Ramírez-de-la-Rosa , Esaú Villatoro-Tello

We present a study on predicting the factuality of reporting and bias of news media. While previous work has focused on studying the veracity of claims or documents, here we are interested in characterizing entire news media. These are…

Information Retrieval · Computer Science 2018-10-04 Ramy Baly , Georgi Karadzhov , Dimitar Alexandrov , James Glass , Preslav Nakov

To reach a broader audience and optimize traffic toward news articles, media outlets commonly run social media accounts and share their content with a short text summary. Despite its importance of writing a compelling message in sharing…

Social and Information Networks · Computer Science 2021-04-23 Kunwoo Park , Haewoon Kwak , Jisun An , Sanjay Chawla

We propose a novel framework for predicting the factuality of reporting of news media outlets by studying the user attention cycles in their YouTube channels. In particular, we design a rich set of features derived from the temporal…

Computation and Language · Computer Science 2021-08-31 Krasimira Bozhanova , Yoan Dinkov , Ivan Koychev , Maria Castaldo , Tommaso Venturini , Preslav Nakov

Can we predict the future popularity of a song, movie or tweet? Recent work suggests that although it may be hard to predict an item's popularity when it is first introduced, peeking into its early adopters and properties of their social…

Social and Information Networks · Computer Science 2016-04-01 Benjamin Shulman , Amit Sharma , Dan Cosley

The rising popularity of social media has radically changed the way news content is propagated, including interactive attempts with new dimensions. To date, traditional news media such as newspapers, television and radio have already…

Social and Information Networks · Computer Science 2018-09-18 Praboda Rajapaksha , Reza Farahbakhsh , Noel Crespi , Bruno Defude

Despite the growing body of research tackling offensive language in social media, this research is predominantly reactive, determining if content already posted in social media is abusive. There is a gap in predictive approaches, which we…

Computation and Language · Computer Science 2025-03-07 Raneem Alharthi , Rajwa Alharthi , Ravi Shekhar , Aiqi Jiang , Arkaitz Zubiaga

User comments on social media have been recognized as a crucial factor in distinguishing between fake and real news, with many studies focusing on the textual content of user reactions. However, the interactions among agents in the comment…

Social and Information Networks · Computer Science 2024-10-14 Kailun Zhu , Songtao Peng , Jiaqi Nie , Zhongyuan Ruan , Shanqing Yu , Qi Xuan

Misinformation posting and spreading in Social Media is ignited by personal decisions on the truthfulness of news that may cause wide and deep cascades at a large scale in a fraction of minutes. When individuals are exposed to information,…

Computers and Society · Computer Science 2022-10-11 Giancarlo Ruffo , Alfonso Semeraro

News recommendation for anonymous readers is a useful but challenging task for many news portals, where interactions between readers and articles are limited within a temporary login session. Previous works tend to formulate session-based…

Information Retrieval · Computer Science 2022-05-13 Shansan Gong , Kenny Q. Zhu

Social media have become the main vehicle of information production and consumption online. Millions of users every day log on their Facebook or Twitter accounts to get updates and news, read about their topics of interest, and become…

Social and Information Networks · Computer Science 2017-03-07 Emilio Ferrara , Zeyao Yang

Modeling user engagement dynamics on social media has compelling applications in user-persona detection and political discourse mining. Most existing approaches depend heavily on knowledge of the underlying user network. However, a large…

Social and Information Networks · Computer Science 2020-06-16 Subhabrata Dutta , Sarah Masud , Soumen Chakrabarti , Tanmoy Chakraborty

Automatic news comment generation is a new testbed for techniques of natural language generation. In this paper, we propose a "read-attend-comment" procedure for news comment generation and formalize the procedure with a reading network and…

Computation and Language · Computer Science 2019-10-02 Ze Yang , Can Xu , Wei Wu , Zhoujun Li

Online news can quickly reach and affect millions of people, yet we do not know yet whether there exist potential dynamical regularities that govern their impact on the public. We use data from two major news outlets, BBC and New York…

Physics and Society · Physics 2021-01-25 Matúš Medo , Manuel S. Mariani , Linyuan Lü