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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

The extensive data generated on social media platforms allow us to gain insights over trending topics and public opinions. Additionally, it offers a window into user behavior, including their content engagement and news sharing habits. In…

Social and Information Networks · Computer Science 2024-04-29 Sofía M del Pozo , Sebastián Pinto , Matteo Serafino , Lucio Garcia , Hernán A Makse , Pablo Balenzuela

Nowadays users get informed and shape their opinion through social media. However, the disintermediated access to contents does not guarantee quality of information. Selective exposure and confirmation bias, indeed, have been shown to play…

Social and Information Networks · Computer Science 2016-10-24 Michela Del Vicario , Fabiana Zollo , Guido Caldarelli , Antonio Scala , Walter Quattrociocchi

Differential framing of issues can lead to divergent world views on important issues. This is especially true in domains where the information presented can reach a large audience, such as traditional and social media. Scalable and reliable…

Computation and Language · Computer Science 2023-02-08 Xiaobo Guo , Weicheng Ma , Soroush Vosoughi

This study examines the use of embedded tweets in online news media. In particular, we add to the previous literature by exploring embedded tweets across reliable and unreliable news outlets. We use a mixed-method analysis to examine how…

Computers and Society · Computer Science 2024-01-31 Benjamin D. Horne , Summer Phillips , Nelia Koontz

Understanding the writing frame of news articles is vital for addressing social issues, and thus has attracted notable attention in the fields of communication studies. Yet, assessing such news article frames remains a challenge due to the…

Computation and Language · Computer Science 2024-05-24 Xi Chen , Mattia Samory , Scott Hale , David Jurgens , Przemyslaw A. Grabowicz

Understanding what factors bring about socio-economic development may often suffer from the streetlight effect, of analyzing the effect of only those variables that have been measured and are therefore available for analysis. How do we…

Information Retrieval · Computer Science 2021-07-07 Mehak Gupta , Shayan Saifi , Konark Verma , Kumari Rekha , Aaditeshwar Seth

Detecting controversy in general web pages is a daunting task, but increasingly essential to efficiently moderate discussions and effectively filter problematic content. Unfortunately, controversies occur across many topics and domains,…

Information Retrieval · Computer Science 2018-12-04 Jasper Linmans , Bob van de Velde , Evangelos Kanoulas

Researchers have proposed various information extraction (IE) techniques to convert news articles into structured knowledge for news understanding. However, none of the existing methods have explicitly addressed the issue of framing bias…

Computation and Language · Computer Science 2023-05-23 Siyi Liu , Hongming Zhang , Hongwei Wang , Kaiqiang Song , Dan Roth , Dong Yu

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

We first adopt a human-guided machine learning framework to develop a new dataset for hyperpartisan news title detection with 2,200 manually labeled and 1.8 million machine-labeled titles that were posted from 2014 to the present by nine…

Computation and Language · Computer Science 2024-04-23 Hanjia Lyu , Jinsheng Pan , Zichen Wang , Jiebo Luo

The explosive growth of online misinformation, such as false claims, has affected the social behavior of online users. In order to be persuasive and mislead the audience, false claims are made to trigger emotions in their audience. This…

Social and Information Networks · Computer Science 2023-03-30 Akram Sadat Hosseini , Steffen Staab

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

Social and Information Networks · Computer Science 2018-12-05 Sina Mohseni , Eric Ragan

A growing number of people are changing the way they consume news, replacing the traditional physical newspapers and magazines by their virtual online versions or/and weblogs. The interactivity and immediacy present in online news are…

Computers and Society · Computer Science 2015-04-17 Julio Reis , Fabrıcio Benevenuto , Pedro O. S. Vaz de Melo , Raquel Prates , Haewoon Kwak , Jisun An

Abortion has been one of the most divisive issues in the United States. Yet, missing is comprehensive longitudinal evidence on how political divides on abortion are reflected in public discourse over time, on a national scale, and in…

Computers and Society · Computer Science 2025-02-26 Ashwin Rao , Rong-Ching Chang , Qiankun Zhong , Kristina Lerman , Magdalena Wojcieszak

Socio-linguistic indicators of affectively-relevant phenomena, such as emotion or sentiment, are often extracted from text to better understand features of human-computer interactions, including on social media. However, an indicator that…

Machine Learning · Computer Science 2025-11-24 Keith Burghardt , Daniel M. T. Fessler , Chyna Tang , Anne Pisor , Kristina Lerman

Framing is a process of emphasizing a certain aspect of an issue over the others, nudging readers or listeners towards different positions on the issue even without making a biased argument. {Here, we propose FrameAxis, a method for…

Computation and Language · Computer Science 2021-07-26 Haewoon Kwak , Jisun An , Elise Jing , Yong-Yeol Ahn

An increasing number of politicians are relying on cheaper, easier to access technologies such as online social media platforms to communicate with their constituency. These platforms present a cheap and low-barrier channel of communication…

General Economics · Economics 2020-12-08 Benson Tsz Kin Leung , Pinar Yildirim

Code mixing (or code switching) is a common phenomenon observed in social-media content generated by a linguistically diverse user-base. Studies show that in the Indian sub-continent, a substantial fraction of social media posts exhibit…

Computation and Language · Computer Science 2020-06-17 Ashiqur R. KhudaBukhsh , Shriphani Palakodety , Jaime G. Carbonell

During the 2022 French presidential election, we collected daily Twitter messages on key topics posted by political candidates and their close networks. Using a data-driven approach, we analyze interactions among political parties,…

Social and Information Networks · Computer Science 2025-11-06 Ixandra Achitouv , David Chavalarias