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Additionally, the strong dependency among in-context examples makes it an NP-hard combinatorial optimization problem and enumerating all permutations is infeasible. Hence we propose LENS, a fiLter-thEN-Search method to tackle this challenge…

Computation and Language · Computer Science 2023-10-10 Xiaonan Li , Xipeng Qiu

The news media shape public opinion, and often, the visual bias they contain is evident for human observers. This bias can be inferred from how different media sources portray different subjects or topics. In this paper, we model visual…

Machine Learning · Computer Science 2019-11-04 Christopher Thomas , Adriana Kovashka

One of the most challenging forms of misinformation involves pairing images with misleading text to create false narratives. Existing AI-driven detection systems often require domain-specific finetuning, limiting generalizability, and offer…

Artificial Intelligence · Computer Science 2025-10-07 Kumud Lakara , Georgia Channing , Christian Rupprecht , Juil Sock , Philip Torr , John Collomosse , Christian Schroeder de Witt

Political bias in media plays a critical role in shaping public opinion, voter behaviour, and broader democratic discourse. Subjective opinions and political bias can be found in media sources, such as newspapers, depending on their funding…

Computers and Society · Computer Science 2026-01-13 Rohitash Chandra , Haoyan Chen , Yaqing Zhang , Jiacheng Chen , Yuting Wu

As online news consumption grows, personalized recommendation systems have become integral to digital journalism. However, these systems risk reinforcing filter bubbles and political polarization by failing to incorporate diverse…

Computation and Language · Computer Science 2025-09-23 Dahyun Lee , Jonghyeon Choi , Jiyoung Han , Kunwoo Park

Amidst growing concern over media manipulation, NLP attention has focused on overt strategies like censorship and "fake news'". Here, we draw on two concepts from the political science literature to explore subtler strategies for government…

Computation and Language · Computer Science 2018-10-30 Anjalie Field , Doron Kliger , Shuly Wintner , Jennifer Pan , Dan Jurafsky , Yulia Tsvetkov

Quantification of the political leaning of online news articles can aid in understanding the dynamics of political ideology in social groups and measures to mitigating them. However, predicting the accurate political leaning of a news…

Machine Learning · Computer Science 2023-09-13 Sadia Kamal , Jimmy Hartford , Jeremy Willis , Arunkumar Bagavathi

The large spread of disinformation across digital platforms creates significant challenges to information integrity. This paper presents a multi-agent system that uses relation extraction to detect disinformation in news articles, focusing…

Artificial Intelligence · Computer Science 2025-08-15 Alexandru-Andrei Avram , Adrian Groza , Alexandru Lecu

Consumers of mass media must have a comprehensive, balanced and plural selection of news to get an unbiased perspective; but achieving this goal can be very challenging, laborious and time consuming. News stories development over time, its…

Artificial Intelligence · Computer Science 2009-02-06 Ernesto Diaz-Aviles

News editors need to find the photos that best illustrate a news piece and fulfill news-media quality standards, while being pressed to also find the most recent photos of live events. Recently, it became common to use social-media content…

Information Retrieval · Computer Science 2018-10-10 Gonçalo Marcelino , Ricardo Pinto , João Magalhães

This work proposes a contextualised detection framework for implicitly hateful speech, implemented as a multi-agent system comprising a central Moderator Agent and dynamically constructed Community Agents representing specific demographic…

Computation and Language · Computer Science 2026-01-28 Ewelina Gajewska , Katarzyna Budzynska , Jarosław A Chudziak

Accurate detection of offensive content on social media demands high-quality labeled data; however, such data is often scarce due to the low prevalence of offensive instances and the high cost of manual annotation. To address this…

Machine Learning · Computer Science 2025-11-19 Han Wang , Deyi Ji , Junyu Lu , Lanyun Zhu , Hailong Zhang , Haiyang Wu , Liqun Liu , Peng Shu , Roy Ka-Wei Lee

News recommender systems (NRs) have been shown to shape public discourse and to enforce behaviors that have a critical, oftentimes detrimental effect on democracies. Earlier research on the impact of media bias has revealed their strong…

Computers and Society · Computer Science 2022-09-19 Thomas Elmar Kolb , Irina Nalis , Mete Sertkan , Julia Neidhardt

We introduce a novel multilingual hierarchical corpus annotated for entity framing and role portrayal in news articles. The dataset uses a unique taxonomy inspired by storytelling elements, comprising 22 fine-grained roles, or archetypes,…

Detecting DeepFakes has become a crucial research area as the widespread use of AI image generators enables the effortless creation of face-manipulated and fully synthetic content, while existing methods are often limited to binary…

Computer Vision and Pattern Recognition · Computer Science 2025-09-04 Rohit Kundu , Shan Jia , Vishal Mohanty , Athula Balachandran , Amit K. Roy-Chowdhury

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

Understanding who blames or supports whom in news text is a critical research question in computational social science. Traditional methods and datasets for sentiment analysis are, however, not suitable for the domain of political text as…

Computation and Language · Computer Science 2021-06-23 Kunwoo Park , Zhufeng Pan , Jungseock Joo

Many people consider news articles to be a reliable source of information on current events. However, due to the range of factors influencing news agencies, such coverage may not always be impartial. Media bias, or slanted news coverage,…

Computation and Language · Computer Science 2021-05-26 T. Spinde , L. Rudnitckaia , K. Sinha , F. Hamborg , B. Gipp , K. Donnay

Early detection of relevant locations in a piece of news is especially important in extreme events such as environmental disasters, war conflicts, disease outbreaks, or political turmoils. Additionally, this detection also helps recommender…

Computation and Language · Computer Science 2022-12-23 Víctor Suárez-Paniagua , Steven Derby , Tri Kurniawan Wijaya

Disinformation has long been regarded as a severe social problem, where fake news is one of the most representative issues. What is worse, today's highly developed social media makes fake news widely spread at incredible speed, bringing in…

Social and Information Networks · Computer Science 2021-02-01 Hao Liao , Qixin Liu , Kai Shu , Xing xie