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The spread of media bias is a significant concern as political discourse shapes beliefs and opinions. Addressing this challenge computationally requires improved methods for interpreting news. While large language models (LLMs) can scale…

Human-Computer Interaction · Computer Science 2026-02-24 Qile Wang , Prerana Khatiwada , Avinash Chouhan , Ashrey Mahesh , Joy Mwaria , Duy Duc Tran , Kenneth E. Barner , Matthew Louis Mauriello

Fake news detection algorithms apply machine learning to various news attributes and their relationships. However, their success is usually evaluated based on how the algorithm performs on a static benchmark, independent of real users. On…

Human-Computer Interaction · Computer Science 2023-04-18 Bruno Tafur , Advait Sarkar

Given the growing prevalence of fake information, including increasingly realistic AI-generated news, there is an urgent need to train people to better evaluate and detect misinformation. While interactions with AI have been shown to…

Human-Computer Interaction · Computer Science 2026-03-17 Anku Rani , Valdemar Danry , Paul Pu Liang , Andrew B. Lippman , Pattie Maes

Mainstream media, through their decisions on what to cover and how to frame the stories they cover, can mislead readers without using outright falsehoods. Therefore, it is crucial to have tools that expose these editorial choices underlying…

Human-Computer Interaction · Computer Science 2025-04-29 Jenny S Wang , Samar Haider , Amir Tohidi , Anushkaa Gupta , Yuxuan Zhang , Chris Callison-Burch , David Rothschild , Duncan J Watts

In this era of fake news and political polarization, it is desirable to have a system to enable users to access balanced news content. Current solutions focus on top down, server based approaches to decide whether a news article is fake or…

Information Retrieval · Computer Science 2018-03-12 Anish Anil Patankar , Joy Bose , Harshit Khanna

The advancement of artificial intelligence has led to its application in many areas, including news media, which makes it crucial to understand public reception of AI-generated news. This preregistered study investigates (i) the perceived…

Computers and Society · Computer Science 2025-02-17 Fabrizio Gilardi , Sabrina Di Lorenzo , Juri Ezzaini , Beryl Santa , Benjamin Streiff , Eric Zurfluh , Emma Hoes

Combating fake news and misinformation propagation is a challenging task in the post-truth era. News feed and search algorithms could potentially lead to unintentional large-scale propagation of false and fabricated information with users…

Information Retrieval · Computer Science 2020-07-28 Sina Mohseni , Fan Yang , Shiva Pentyala , Mengnan Du , Yi Liu , Nic Lupfer , Xia Hu , Shuiwang Ji , Eric Ragan

Nowadays, artificial intelligence algorithms are used for targeted and personalized content distribution in the large scale as part of the intense competition for attention in the digital media environment. Unfortunately, targeted…

Social and Information Networks · Computer Science 2018-12-05 Sina Mohseni , Eric Ragan

People are increasingly consuming news curated by machine learning (ML) systems. Motivated by studies on algorithmic bias, this paper explores which recommendations of an algorithmic news curation system users trust and how this trust is…

Human-Computer Interaction · Computer Science 2020-08-06 Hendrik Heuer , Andreas Breiter

Marking biased texts is a practical approach to increase media bias awareness among news consumers. However, little is known about the generalizability of such awareness to new topics or unmarked news articles, and the role of…

Human-Computer Interaction · Computer Science 2024-12-31 Timo Spinde , Fei Wu , Wolfgang Gaissmaier , Gianluca Demartini , Helge Giese

Slanted news coverage strongly affects public opinion. This is especially true for coverage on politics and related issues, where studies have shown that bias in the news may influence elections and other collective decisions. Due to its…

Computers and Society · Computer Science 2021-10-19 Felix Hamborg , Timo Spinde , Kim Heinser , Karsten Donnay , Bela Gipp

The ability to discern between true and false information is essential to making sound decisions. However, with the recent increase in AI-based disinformation campaigns, it has become critical to understand the influence of deceptive…

Computers and Society · Computer Science 2022-10-18 Valdemar Danry , Pat Pataranutaporn , Ziv Epstein , Matthew Groh , Pattie Maes

Current AI systems minimize risk by enforcing ideological neutrality, yet this may introduce automation bias by suppressing cognitive engagement in human decision-making. We conducted randomized trials with 2,500 participants to test…

Human-Computer Interaction · Computer Science 2025-08-21 Shiyang Lai , Junsol Kim , Nadav Kunievsky , Yujin Potter , James Evans

In recent years, algorithms have been incorporated into fact-checking pipelines. They are used not only to flag previously fact-checked misinformation, but also to provide suggestions about which trending claims should be prioritized for…

Computers and Society · Computer Science 2023-02-10 Terrence Neumann , Nicholas Wolczynski

Recent advances in generative AI technologies like large language models have boosted the incorporation of AI assistance in writing workflows, leading to the rise of a new paradigm of human-AI co-creation in writing. To understand how…

Computation and Language · Computer Science 2024-10-08 Zhuoyan Li , Chen Liang , Jing Peng , Ming Yin

The development of Natural Language Generation models has led to the creation of powerful Artificial Intelligence-assisted writing tools. These tools are capable of predicting users' needs and actively providing suggestions as they write.…

Human-Computer Interaction · Computer Science 2023-06-30 Carlos Alves Pereira , Tanay Komarlu , Wael Mobeirek

With increasing awareness of the hallucination risks of generative artificial intelligence (AI), we see a growing shift toward providing information tooling to help users determine the veracity of AI-generated answers for themselves. User…

Human-Computer Interaction · Computer Science 2026-03-13 Jessica Irons , Patrick Cooper , Necva Bolucu , Roelien Timmer , Huichen Yang , Changhyun Lee , Brian Jin , Andreas Duenser , Stephen Wan

Reducing the spread of misinformation is challenging. AI-based fact verification systems offer a promising solution by addressing the high costs and slow pace of traditional fact-checking. However, the problem of how to effectively…

Human-Computer Interaction · Computer Science 2025-03-14 Huiyun Tang , Björn Rohles , Yuwei Chuai , Gabriele Lenzini , Anastasia Sergeeva

Online platforms have transformed the way in which individuals access and interact with news, with a high degree of trust particularly placed in search engine results. We use web tracked behavioral data across a 2-month period and analyze…

Computers and Society · Computer Science 2023-04-06 Roberto Ulloa , Celina Sylwia Kacperski

Hundreds of millions of people use artificial intelligence (AI) for writing assistance. Here, we evaluated how AI writing assistance distorts writer personas - their perceived beliefs, personality, and identity. In three large-scale…

Computation and Language · Computer Science 2026-04-27 Paul Röttger , Kobi Hackenburg , Hannah Rose Kirk , Christopher Summerfield
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