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Predicting how a user responds to news events enables important applications such as allowing intelligent agents or content producers to estimate the effect on different communities and revise unreleased messages to prevent unexpected bad…

Computation and Language · Computer Science 2023-05-29 Chenkai Sun , Jinning Li , Hou Pong Chan , ChengXiang Zhai , Heng Ji

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

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

Wikipedia relies on an extensive review process to verify that the content of each individual page is unbiased and presents a neutral point of view. Less attention has been paid to possible biases in the hyperlink structure of Wikipedia,…

Social and Information Networks · Computer Science 2022-04-04 Cristina Menghini , Aris Anagnostopoulos , Eli Upfal

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

The mainstream media has much leeway in what it chooses to cover and how it covers it. These choices have real-world consequences on what people know and their subsequent behaviors. However, the lack of objective measures to evaluate…

Computation and Language · Computer Science 2024-10-21 Alexandria Leto , Elliot Pickens , Coen D. Needell , David Rothschild , Maria Leonor Pacheco

How do news sources tackle controversial issues? In this work, we take a data-driven approach to understand how controversy interplays with emotional expression and biased language in the news. We begin by introducing a new dataset of…

Computers and Society · Computer Science 2014-09-30 Yelena Mejova , Amy X. Zhang , Nicholas Diakopoulos , Carlos Castillo

With the primary goal of raising readers' awareness of misinformation phenomena, extensive efforts have been made by both academic institutions and independent organizations to develop methodologies for assessing the trustworthiness of…

Social and Information Networks · Computer Science 2024-03-01 Manuel Pratelli , Fabio Saracco , Marinella Petrocchi

Political polarization in the US is on the rise. This polarization negatively affects the public sphere by contributing to the creation of ideological echo chambers. In this paper, we focus on addressing one of the factors that contributes…

Computation and Language · Computer Science 2021-04-20 Ruibo Liu , Lili Wang , Chenyan Jia , Soroush Vosoughi

Democratic societies need reliable information. Misinformation in popular media, such as news articles or videos, threatens to impair civic discourse. Citizens are, unfortunately, not equipped to verify the flood of content consumed daily…

Computation and Language · Computer Science 2026-03-06 Tim Wittenborg , Constantin Sebastian Tremel , Markus Stocker , Sören Auer

The current public sense of anxiety in dealing with disinformation as manifested by so-called fake news is acutely displayed by the reaction to recent events prompted by a belief in conspiracies among certain groups. A model to deal with…

Social media (i.e., Reddit) users are overloaded with people's opinions when viewing discourses about divisive topics. Traditional user interfaces in such media present those opinions in a linear structure, which can limit users in viewing…

Human-Computer Interaction · Computer Science 2023-04-25 Hayeong Song , Zhengyang Qi , John Stasko , Diyi Yang

In recent years, the ease with which social media can be accessed has led to the unexpected problem of a shrinkage in information sources. This phenomenon is caused by a system that facilitates the connection of people with similar ideas…

Social and Information Networks · Computer Science 2020-11-17 Naoki Hirakura , Masaki Aida , Konosuke Kawashima

Social media, such as blogs, are often seen as democratic entities that allow more voices to be heard than the conventional mass or elite media. Some also feel that social media exhibits a balancing force against the arguably slanted elite…

Social and Information Networks · Computer Science 2011-11-07 Yu-Ru Lin , James P. Bagrow , David Lazer

News articles of varying degrees of truthfulness and political alignment, and their influences on the political opinions of the media consumers are modeled as a Bayesian network incorporating a mixture of ideas from dual-reasoning models of…

Social and Information Networks · Computer Science 2019-06-18 In-Ho Yi

The way the media presents events can significantly affect public perception, which in turn can alter people's beliefs and views. Media bias describes a one-sided or polarizing perspective on a topic. This article summarizes the research on…

Computation and Language · Computer Science 2024-01-12 Timo Spinde , Smi Hinterreiter , Fabian Haak , Terry Ruas , Helge Giese , Norman Meuschke , Bela Gipp

The 2024 U.S. Presidential Election unfolded within an information environment of unprecedented volatility, challenging citizens to navigate a torrent of rapidly evolving, often contradictory information while determining what to believe.…

Social and Information Networks · Computer Science 2025-12-25 Kijung Lee

Media coverage has a substantial effect on the public perception of events. Nevertheless, media outlets are often biased. One way to bias news articles is by altering the word choice. The automatic identification of bias by word choice is…

Computation and Language · Computer Science 2022-01-25 Timo Spinde

In an age characterized by the proliferation of mis- and disinformation online, it is critical to empower readers to understand the content they are reading. Important efforts in this direction rely on manual or automatic fact-checking,…

Computation and Language · Computer Science 2025-06-17 Zain Muhammad Mujahid , Dilshod Azizov , Maha Tufail Agro , Preslav Nakov

How political beliefs change in accordance with media exposure is a complicated matter. Some studies have been able to demonstrate that groups with different media diets in the aggregate (e.g., U.S. media consumers ingesting partisan news)…

Social and Information Networks · Computer Science 2024-03-07 Nicholas Rabb , Nitya Nadgir , Jan P. de Ruiter , Lenore Cowen