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In online discussion fora, speakers often make arguments for or against something, say birth control, by highlighting certain aspects of the topic. In social science, this is referred to as issue framing. In this paper, we introduce a new…

Computation and Language · Computer Science 2019-04-10 Mareike Hartmann , Tallulah Jansen , Isabelle Augenstein , Anders Søgaard

Framing used by news media, especially in times of conflict, can have substantial impact on readers' opinion, potentially aggravating the conflict itself. Current studies on the topic of conflict framing have limited insights due to their…

Computation and Language · Computer Science 2025-06-13 Avneet Kaur , Arnav Arora

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

Facebook News Feed personalization algorithm has a significant impact, on a daily basis, on the lifestyle, mood and opinion of millions of Internet users. Nonetheless, the behavior of such algorithm lacks transparency, motivating…

Social and Information Networks · Computer Science 2019-03-07 Eduardo Hargreaves , Claudio Agosti , Daniel Menasché , Giovanni Neglia , Alexandre Reiffers-Masson , Eitan Altman

Identifying key product features that influence consumer preferences is essential in the fashion industry. In this study, we introduce a robust methodology to ascertain the most impactful features in fashion product images, utilizing past…

Computer Vision and Pattern Recognition · Computer Science 2024-11-25 Xiaomin Li , Junyi Sha

Through a particular choice of a predicate (e.g., "x violated y"), a writer can subtly connote a range of implied sentiments and presupposed facts about the entities x and y: (1) writer's perspective: projecting x as an "antagonist"and y as…

Computation and Language · Computer Science 2016-08-23 Hannah Rashkin , Sameer Singh , Yejin Choi

In this paper we suggest a minimally-supervised approach for identifying nuanced frames in news article coverage of politically divisive topics. We suggest to break the broad policy frames suggested by Boydstun et al., 2014 into…

Computation and Language · Computer Science 2020-09-22 Shamik Roy , Dan Goldwasser

A key question of collective social behavior is related to the influence of Mass Media on public opinion. Different approaches have been developed to address quantitatively this issue, ranging from field experiments to mathematical models.…

Social and Information Networks · Computer Science 2020-06-16 Federico Albanese , Sebastián Pinto , Viktoriya Semeshenko , Pablo Balenzuela

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

News events can greatly influence equity markets. In this paper, we are interested in predicting the short-term movement of stock prices after financial news events using only the headlines of the news. To achieve this goal, we introduce a…

Statistical Finance · Quantitative Finance 2021-07-20 Qinkai Chen

Journalists must find stories in huge amounts of textual data (e.g. leaks, bills, press releases) as part of their jobs: determining when and why text becomes news can help us understand coverage patterns and help us build assistive tools.…

Computation and Language · Computer Science 2023-11-17 Alexander Spangher , Emilio Ferrara , Ben Welsh , Nanyun Peng , Serdar Tumgoren , Jonathan May

Social networking on mobile devices has become a commonplace of everyday life. In addition, photo capturing process has become trivial due to the advances in mobile imaging. Hence people capture a lot of photos everyday and they want them…

Computer Vision and Pattern Recognition · Computer Science 2017-04-06 Parag S. Chandakkar , Baoxin Li

We investigate the impact of political ideology biases in training data. Through a set of comparison studies, we examine the propagation of biases in several widely-used NLP models and its effect on the overall retrieval accuracy. Our work…

Computation and Language · Computer Science 2020-12-01 Meiqi Guo , Rebecca Hwa , Yu-Ru Lin , Wen-Ting Chung

The framing of issues in the mass media plays a crucial role in the public understanding of science and technology. This article contributes to research concerned with diachronic analysis of media frames by making an analytical distinction…

Information Retrieval · Computer Science 2010-01-26 Iina Hellsten , James Dawson , Loet Leydesdorff

Disinformation and fake news have posed detrimental effects on individuals and society in recent years, attracting broad attention to fake news detection. The majority of existing fake news detection algorithms focus on mining news content…

Social and Information Networks · Computer Science 2021-04-27 Yingtong Dou , Kai Shu , Congying Xia , Philip S. Yu , Lichao Sun

In recent years, with the expansion of the Internet and attractive social media infrastructures, people prefer to follow the news through these media. Despite the many advantages of these media in the news field, the lack of any control and…

Social and Information Networks · Computer Science 2021-09-13 Ali Jarrahi , Leila Safari

Understanding how individuals change their opinions is essential to mitigate the harmful effect of fake news and stop opinion polarization. Building upon an extremely flexible opinion dynamics model that can capture the key microscopic…

Physics and Society · Physics 2022-07-05 Ivan V. Kozitsin

The large majority of inferences drawn in empirical political research follow from model-based associations (e.g. regression). Here, we articulate the benefits of predictive modeling as a complement to this approach. Predictive models aim…

Methodology · Statistics 2016-12-20 Skyler J. Cranmer , Bruce A. Desmarais

Polarization and echo chambers are often studied in the context of explicitly political events such as elections, and little scholarship has examined the mixing of political groups in non-political contexts. A major obstacle to studying…

Social and Information Networks · Computer Science 2022-08-12 Ahmet Kurnaz , Scott A. Hale

Newspapers are a popular form of written discourse, read by many people, thanks to the novelty of the information provided by the news content in it. A headline is the most widely read part of any newspaper due to its appearance in a bigger…

Computation and Language · Computer Science 2019-10-21 Elizabeth Jasmi George , Radhika Mamidi
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