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News sharing on digital platforms shapes the digital spaces millions of users navigate. Trace data from these platforms also enables researchers to study online news circulation. In this context, research on the types of news shared by…

社会与信息网络 · 计算机科学 2025-05-14 Felix Gaisbauer , Armin Pournaki , Jakob Ohme

Image classification models often learn to predict a class based on irrelevant co-occurrences between input features and an output class in training data. We call the unwanted correlations "data biases," and the visual features causing data…

人机交互 · 计算机科学 2022-09-15 Bum Chul Kwon , Jungsoo Lee , Chaeyeon Chung , Nyoungwoo Lee , Ho-Jin Choi , Jaegul Choo

Large language models (LLMs) are known to generate politically biased text. Yet, it remains unclear how such biases arise, making it difficult to design effective mitigation strategies. We hypothesize that these biases are rooted in the…

计算与语言 · 计算机科学 2026-04-06 Tanise Ceron , Dmitry Nikolaev , Dominik Stammbach , Debora Nozza

As growing usage of social media websites in the recent decades, the amount of news articles spreading online rapidly, resulting in an unprecedented scale of potentially fraudulent information. Although a plenty of studies have applied the…

机器学习 · 计算机科学 2023-04-21 Hao Chen , Peng Zheng , Xin Wang , Shu Hu , Bin Zhu , Jinrong Hu , Xi Wu , Siwei Lyu

Bias in online information has recently become a pressing issue, with search engines, social networks and recommendation services being accused of exhibiting some form of bias. In this vision paper, we make the case for a systematic…

There is a soaring interest in the news recommendation research scenario due to the information overload. To accurately capture users' interests, we propose to model multi-modal features, in addition to the news titles that are widely used…

信息检索 · 计算机科学 2021-09-28 Jiahao Xun , Shengyu Zhang , Zhou Zhao , Jieming Zhu , Qi Zhang , Jingjie Li , Xiuqiang He , Xiaofei He , Tat-Seng Chua , Fei Wu

As news and social media exhibit an increasing amount of manipulative polarized content, detecting such propaganda has received attention as a new task for content analysis. Prior work has focused on supervised learning with training data…

计算与语言 · 计算机科学 2020-11-24 Liqiang Wang , Xiaoyu Shen , Gerard de Melo , Gerhard Weikum

The problem of ideology detection is to study the latent (political) placement for people, which is traditionally studied on politicians according to their voting behaviors. Recently, more and more studies begin to address the ideology…

社会与信息网络 · 计算机科学 2016-12-28 Yupeng Gu , Ting Chen , Yizhou Sun , Bingyu Wang

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…

社会与信息网络 · 计算机科学 2011-11-07 Yu-Ru Lin , James P. Bagrow , David Lazer

Media bias can lead to increased political polarization, and thus, the need for automatic mitigation methods is growing. Existing mitigation work displays articles from multiple news outlets to provide diverse news coverage, but without…

计算与语言 · 计算机科学 2021-04-02 Nayeon Lee , Yejin Bang , Andrea Madotto , Pascale Fung

Numerous multimodal misinformation benchmarks exhibit bias toward specific modalities, allowing detectors to make predictions based solely on one modality. While previous research has quantified bias at the dataset level or manually…

人工智能 · 计算机科学 2025-11-11 Hehai Lin , Hui Liu , Shilei Cao , Jing Li , Haoliang Li , Wenya Wang

Ideology is at the core of political science research. Yet, there still does not exist general-purpose tools to characterize and predict ideology across different genres of text. To this end, we study Pretrained Language Models using novel…

计算与语言 · 计算机科学 2022-05-03 Yujian Liu , Xinliang Frederick Zhang , David Wegsman , Nick Beauchamp , Lu Wang

The widespread dissemination of fake news on social media poses significant risks, necessitating timely and accurate detection. However, existing methods struggle with unseen news due to their reliance on training data from past events and…

社会与信息网络 · 计算机科学 2025-03-07 Shuzhi Gong , Richard Sinnott , Jianzhong Qi , Cecile Paris

News is a central source of information for individuals to inform themselves on current topics. Knowing a news article's slant and authenticity is of crucial importance in times of "fake news," news bots, and centralization of media…

计算机与社会 · 计算机科学 2021-05-21 Felix Hamborg , Anastasia Zhukova , Karsten Donnay , Bela Gipp

Visual Sentiment Analysis aims to understand how images affect people, in terms of evoked emotions. Although this field is rather new, a broad range of techniques have been developed for various data sources and problems, resulting in a…

计算机视觉与模式识别 · 计算机科学 2020-05-19 Alessandro Ortis , Giovanni Maria Farinella , Sebastiano Battiato

Humans can make moral inferences from multiple sources of input. In contrast, automated moral inference in artificial intelligence typically relies on language models with textual input. However, morality is conveyed through modalities…

计算机视觉与模式识别 · 计算机科学 2025-04-17 Warren Zhu , Aida Ramezani , Yang Xu

While members of Congress now routinely communicate with constituents using images on a variety of internet platforms, little is known about how images are used as a means of strategic political communication. This is due primarily to…

社会与信息网络 · 计算机科学 2016-12-07 L. Jason Anastasopoulos , Dhruvil Badani , Crystal Lee , Shiry Ginosar , Jake Williams

Informational bias is widely present in news articles. It refers to providing one-sided, selective or suggestive information of specific aspects of certain entity to guide a specific interpretation, thereby biasing the reader's opinion.…

计算与语言 · 计算机科学 2022-01-26 Shijia Guo , Kenny Q. Zhu

Computer Vision (CV) has achieved remarkable results, outperforming humans in several tasks. Nonetheless, it may result in significant discrimination if not handled properly as CV systems highly depend on the data they are fed with and can…

计算机视觉与模式识别 · 计算机科学 2022-06-24 Simone Fabbrizzi , Symeon Papadopoulos , Eirini Ntoutsi , Ioannis Kompatsiaris

Social media content routinely incorporates multi-modal design to covey information and shape meanings, and sway interpretations toward desirable implications, but the choices and outcomes of using both texts and visual images have not been…

计算与语言 · 计算机科学 2023-03-13 Mesut Erhan Unal , Adriana Kovashka , Wen-Ting Chung , Yu-Ru Lin