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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

Media organizations bear great reponsibility because of their considerable influence on shaping beliefs and positions of our society. Any form of media can contain overly biased content, e.g., by reporting on political events in a selective…

Computation and Language · Computer Science 2020-10-22 Wei-Fan Chen , Khalid Al-Khatib , Henning Wachsmuth , Benno Stein

Our paper aims to analyze political polarization in US political system using Language Models, and thereby help candidates make an informed decision. The availability of this information will help voters understand their candidates views on…

Computation and Language · Computer Science 2023-01-04 Samiran Gode , Supreeth Bare , Bhiksha Raj , Hyungon Yoo

The increasing prevalence of political bias in news media calls for greater public awareness of it, as well as robust methods for its detection. While prior work in NLP has primarily focused on the lexical bias captured by linguistic…

Computation and Language · Computer Science 2019-09-09 Lisa Fan , Marshall White , Eva Sharma , Ruisi Su , Prafulla Kumar Choubey , Ruihong Huang , Lu Wang

News Articles provides crucial information about various events happening in the society but they unfortunately come with different kind of biases. These biases can significantly distort public opinion and trust in the media, making it…

Computation and Language · Computer Science 2025-01-07 Bhushan Santosh Shah , Deven Santosh Shah , Vahida Attar

Predicting the political leaning of social media users is an increasingly popular task, given its usefulness for electoral forecasts, opinion dynamics models and for studying the political dimension of polarization and disinformation. Here,…

Social and Information Networks · Computer Science 2022-02-28 Tiziano Fagni , Stefano Cresci

A news article's title, content and link structure often reveal its political ideology. However, most existing works on automatic political ideology detection only leverage textual cues. Drawing inspiration from recent advances in neural…

Computation and Language · Computer Science 2018-09-11 Vivek Kulkarni , Junting Ye , Steven Skiena , William Yang Wang

The proliferation of political memes in modern information campaigns calls for efficient solutions for image classification by ideological affiliation. While significant advances have recently been made on text classification in modern…

Social and Information Networks · Computer Science 2023-05-25 Xinyi Liu , Jinning Li , Dachun Sun , Ruijie Wang , Tarek Abdelzaher , Matt Brown , Anthony Barricelli , Matthias Kirchner , Arslan Basharat

We propose a fully unsupervised method to detect bias in contextualized embeddings. The method leverages the assortative information latently encoded by social networks and combines orthogonality regularization, structured sparsity…

Computation and Language · Computer Science 2022-12-16 Valentin Hofmann , Janet B. Pierrehumbert , Hinrich Schütze

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

Despite their prevalence in society, social biases are difficult to identify, primarily because human judgements in this domain can be unreliable. We take an unsupervised approach to identifying gender bias against women at a comment level…

Computation and Language · Computer Science 2020-10-07 Anjalie Field , Yulia Tsvetkov

Mass Media outlets have occupied the central role of the political scenario, and are persuasive in the process of opinion formation of the citizens. In particular, the study of the relationship between Mass Media and behaviour of citizens…

Physics and Society · Physics 2019-10-02 Federico Albanese , Claudio J. Tessone , Viktoriya Semeshenko , Pablo Balenzuela

The basic objective of data visualization is to provide an efficient graphical display for summarizing and reasoning about quantitative information. During the last decades, political science has accumulated a large corpus of various kinds…

Graphics · Computer Science 2010-08-09 Andrei Zinovyev

Discovering the stances of media outlets and influential people on current, debatable topics is important for social statisticians and policy makers. Many supervised solutions exist for determining viewpoints, but manually annotating…

Social and Information Networks · Computer Science 2020-05-22 Peter Stefanov , Kareem Darwish , Atanas Atanasov , Preslav Nakov

Understanding how news media frame political issues is important due to its impact on public attitudes, yet hard to automate. Computational approaches have largely focused on classifying the frame of a full news article while framing…

Computation and Language · Computer Science 2021-04-23 Shima Khanehzar , Trevor Cohn , Gosia Mikolajczak , Andrew Turpin , Lea Frermann

Modeling information cascades in a social network through the lenses of the ideological leaning of its users can help understanding phenomena such as misinformation propagation and confirmation bias, and devising techniques for mitigating…

Social and Information Networks · Computer Science 2021-09-29 Corrado Monti , Giuseppe Manco , Cigdem Aslay , Francesco Bonchi

Recent advances in machine learning leverage massive datasets of unlabeled images from the web to learn general-purpose image representations for tasks from image classification to face recognition. But do unsupervised computer vision…

Computers and Society · Computer Science 2021-01-28 Ryan Steed , Aylin Caliskan

Media bias can significantly impact the formation and development of opinions and sentiments in a population. It is thus important to study the emergence and development of partisan media and political polarization. However, it is…

Physics and Society · Physics 2022-12-05 Zehan Chao , Denali Molitor , Deanna Needell , Mason A. Porter

Automatic unreliable news detection is a research problem with great potential impact. Recently, several papers have shown promising results on large-scale news datasets with models that only use the article itself without resorting to any…

Computation and Language · Computer Science 2021-04-21 Xiang Zhou , Heba Elfardy , Christos Christodoulopoulos , Thomas Butler , Mohit Bansal

The unchecked spread of digital information, combined with increasing political polarization and the tendency of individuals to isolate themselves from opposing political viewpoints, has driven researchers to develop systems for…

Computation and Language · Computer Science 2024-11-08 Manuel Nunez Martinez , Sonja Schmer-Galunder , Zoey Liu , Sangpil Youm , Chathuri Jayaweera , Bonnie J. Dorr