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Analyzing political ideology and polarization is of critical importance in advancing our understanding of the political context in society. Recent research has made great strides towards understanding the ideological bias (i.e., stance) of news media along a left-right spectrum. In this work, we take a novel approach and study the ideology of the policy under discussion teasing apart the nuanced co-existence of stance and ideology. Aligned with the theoretical accounts in political science, we treat ideology as a multi-dimensional construct, and introduce the first diachronic dataset of news articles whose political ideology under discussion is annotated by trained political scientists and linguists at the paragraph-level. We showcase that this framework enables quantitative analysis of polarization, a temporal, multifaceted measure of ideological distance. We further present baseline models for ideology prediction.
Political polarization appears to be on the rise, as measured by voting behavior, general affect towards opposing partisans and their parties, and contents posted and consumed online. Research over the years has focused on the role of the Web as a dr
An important challenge in the process of tracking and detecting the dissemination of misinformation is to understand the political gap between people that engage with the so called fake news. A possible factor responsible for this gap is opinion pola
Propagation of political ideologies in social networks has shown a notorious impact on voting behavior. Both the contents of the messages (the ideology) and the politicians influence on their online audiences (their followers) have been associated wi
Cultural products are a source to acquire individual values and behaviours. Therefore, the differences in the content of the magazines aimed specifically at women or men are a means to create and reproduce gender stereotypes. In this study, we compar
Social information is particularly prominent in digital settings where the design of platforms can more easily give real-time information about the behaviour of peers and reference groups and thereby stimulate political activity. Changes to these pla