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Generative search systems are increasingly replacing link-based retrieval with AI-generated summaries, yet little is known about how these systems differ in sources, language, and fidelity to cited material. We examine responses to 11,000…

Information Retrieval · Computer Science 2026-03-18 Michelle Huang , Agam Goyal , Koustuv Saha , Eshwar Chandrasekharan

When interacting with information retrieval (IR) systems, users, affected by confirmation biases, tend to select search results that confirm their existing beliefs on socially significant contentious issues. To understand the judgments and…

Information Retrieval · Computer Science 2024-06-18 Ben Wang , Jiqun Liu

Compared to search engine result pages (SERPs), AI-generated podcasts represent a relatively new and relatively more passive modality of information consumption, delivering narratives in a naturally engaging format. As these two media…

Information Retrieval · Computer Science 2026-01-19 Junjie Wang , Gaole He , Alisa Rieger , Ujwal Gadiraju

While peer review enhances writing and research quality, harsh feedback can frustrate and demotivate authors. Hence, it is essential to explore how critiques should be delivered to motivate authors and enable them to keep iterating their…

Human-Computer Interaction · Computer Science 2025-03-14 Chi-Lan Yang , Alarith Uhde , Naomi Yamashita , Hideaki Kuzuoka

AI applications are increasingly being introduced into digital health. While technical performance has advanced rapidly, successful deployment mainly depends on consumer attitudes, especially to patient-facing applications. However, most…

Artificial Intelligence · Computer Science 2026-05-01 Wei Zhou , Rashina Hoda , Joycelyn Ling

Search engines increasingly display LLM-generated answers shown above organic links, shifting search from link lists to answer-first summaries. Publishers contend these summaries substitute for source pages and cannibalize traffic, while…

Computers and Society · Computer Science 2026-05-13 Mehrzad Khosravi , Hema Yoganarasimhan

Search engines traditionally complement online content platforms by directing users seeking information to external websites. The emergence of generative AI search tools that summarize answers directly on the results page may disrupt this…

Information Retrieval · Computer Science 2026-05-21 Peibo Zhang , Ruomeng Cui , Dennis J. Zhang

Modelling users' online decision-making and opinion change is a complex issue that needs to consider users' personal determinants, the nature of the topic and the information retrieval activities. Furthermore, generative-AIbased products…

Human-Computer Interaction · Computer Science 2026-01-14 Shangqian Li , Tianwa Chen , Gianluca Demartini

As generative artificial intelligence (AI) enables the creation and dissemination of information at massive scale and speed, it is increasingly important to understand how people perceive AI-generated content. One prominent policy proposal…

Computers and Society · Computer Science 2025-04-23 Isabel O. Gallegos , Chen Shani , Weiyan Shi , Federico Bianchi , Izzy Gainsburg , Dan Jurafsky , Robb Willer

Automatic text summarization has enjoyed great progress over the years and is used in numerous applications, impacting the lives of many. Despite this development, there is little research that meaningfully investigates how the current…

Computation and Language · Computer Science 2022-05-02 Maartje ter Hoeve , Julia Kiseleva , Maarten de Rijke

This paper evaluated the effectiveness of using generative AI to simplify science communication and enhance the public's understanding of science. By comparing lay summaries of journal articles from PNAS, yoked to those generated by AI,…

Computation and Language · Computer Science 2024-08-29 David M. Markowitz

As the amount of user-generated textual content grows rapidly, text summarization algorithms are increasingly being used to provide users a quick overview of the information content. Traditionally, summarization algorithms have been…

Information Retrieval · Computer Science 2019-09-04 Abhisek Dash , Anurag Shandilya , Arindam Biswas , Kripabandhu Ghosh , Saptarshi Ghosh , Abhijnan Chakraborty

Search engines could consistently favor certain values over the others, which is considered as biased due to the built-in infrastructures. Many studies have been dedicated to detect, control, and mitigate the impacts of the biases from the…

Information Retrieval · Computer Science 2021-05-10 Bin Han , Chirag Shah , Daniel Saelid

As AI advances in text generation, human trust in AI generated content remains constrained by biases that go beyond concerns of accuracy. This study explores how bias shapes the perception of AI versus human generated content. Through three…

Computation and Language · Computer Science 2025-08-07 Tiffany Zhu , Iain Weissburg , Kexun Zhang , William Yang Wang

The integration of AI Overviews into search engines enhances user experience but diverts traffic from content creators, potentially discouraging high-quality content creation and causing user attrition that undermines long-term search…

Computer Science and Game Theory · Computer Science 2026-02-02 Yihang Wu , Jiajun Tang , Jinfei Liu , Haifeng Xu , Fan Yao

This paper offers a domain-mediated comparative review of 251 studies on public attitudes toward AI, published between 2011 and 2025. Drawing on a systematic literature review, we analyse how different factors including perceived benefits…

Computers and Society · Computer Science 2025-09-24 Filip Bialy , Mark Elliot , Robert Meckin

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

Automatic summarization methods are efficient but can suffer from low quality. In comparison, manual summarization is expensive but produces higher quality. Can humans and AI collaborate to improve summarization performance? In similar text…

Computation and Language · Computer Science 2022-06-15 Vivian Lai , Alison Smith-Renner , Ke Zhang , Ruijia Cheng , Wenjuan Zhang , Joel Tetreault , Alejandro Jaimes

AI is increasingly used to scale collective decision-making, but far less attention has been paid to how such systems can support procedural legitimacy, particularly the conditions shaping losers' consent: whether participants who do not…

Human-Computer Interaction · Computer Science 2026-04-08 Suyash Fulay , Prerna Ravi , Emily Kubin , Shrestha Mohanty , Michiel Bakker , Deb Roy

Opinionated users often seek information that aligns with their preexisting beliefs while dismissing contradictory evidence due to confirmation bias. This conduct hinders their ability to consider alternative stances when searching the web.…

Information Retrieval · Computer Science 2024-01-23 F. M. Cau , N. Tintarev
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