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Internet users highly rely on and trust web search engines, such as Google, to find relevant information online. However, scholars have documented numerous biases and inaccuracies in search outputs. To improve the quality of search results,…

Computers and Society · Computer Science 2023-10-06 Aleksandra Urman , Aniko Hannak , Mykola Makhortykh

Millions of people rely on search functionality to find and explore content on entertainment platforms. Modern search systems use a combination of candidate generation and ranking approaches, with advanced methods leveraging deep learning…

Information Retrieval · Computer Science 2025-05-26 Adeep Hande , Kishorekumar Sundararajan , Sardar Hamidian , Ferhan Ture

The growing popularity of short-form video content, such as YouTube Shorts, has transformed user engagement on digital platforms, raising critical questions about the role of recommendation algorithms in shaping user experiences. These…

Information Retrieval · Computer Science 2025-07-30 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

Major search engines deploy personalized Web results to enhance users' experience, by showing them data supposed to be relevant to their interests. Even if this process may bring benefits to users while browsing, it also raises concerns on…

Information Retrieval · Computer Science 2015-08-18 Van Tien Hoang , Angelo Spognardi , Francesco Tiezzi , Marinella Petrocchi , Rocco De Nicola

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

Data voids--areas of the internet where reliable information is scarce or absent--pose significant challenges to online health information seeking, particularly for users operating in low-web data languages. These voids are increasingly…

Human-Computer Interaction · Computer Science 2025-09-25 Hellina Hailu Nigatu , Nuredin Ali Abdelkadir , Fiker Tewelde , Stevie Chancellor , Daricia Wilkinson

The model of the attention economy, where content producers compete for the attention of users, relies on two key forces: information supply and demand. This study leverages the feedback loop between these forces to develop a method for…

Computers and Society · Computer Science 2026-02-18 Irene Scalco , Francesco Gesualdo , Roy Cerqueti , Matteo Cinelli

If popular online platforms systematically expose their users to partisan and unreliable news, they could potentially contribute to societal issues like rising political polarization. This concern is central to the echo chamber and filter…

Social and Information Networks · Computer Science 2022-09-30 Ronald E. Robertson , Jon Green , Damian J. Ruck , Katherine Ognyanova , Christo Wilson , David Lazer

Search engines (SEs) and large language models (LLMs) are central to political information access, yet their algorithmic decisions and potential underlying biases remain underexplored. We developed a standardized, privacy-preserving,…

Computers and Society · Computer Science 2026-03-25 Íris Damião , Paulo Almeida , João Franco , Nuno Santos , Pedro C. Magalhães , Joana Gonçalves-Sá

Search engines play an important role in the context of modern elections. By curating information in response to user queries, search engines influence how individuals are informed about election-related developments and perceive the media…

Computers and Society · Computer Science 2025-01-10 Mykola Makhortykh , Tobias Rorhbach , Maryna Sydorova , Elizaveta Kuznetsova

Search engines like Google have become major information gatekeepers that use artificial intelligence (AI) to determine who and what voters find when searching for political information. This article proposes and tests a framework of…

Computers and Society · Computer Science 2024-05-02 Tobias Rohrbach , Mykola Makhortykh , Maryna Sydorova

Research shows that exposure to suicide-related news media content is associated with suicide rates, with some content characteristics likely having harmful and others potentially protective effects. Although good evidence exists for a few…

Computation and Language · Computer Science 2022-06-29 Hannah Metzler , Hubert Baginski , Thomas Niederkrotenthaler , David Garcia

Ads Content Safety at Google requires classifying billions of ads for Google Ads content policies. Consistent and accurate policy enforcement is important for advertiser experience and user safety and it is a challenging problem, so there…

Information Retrieval · Computer Science 2024-09-25 Joseph Wallace , Tushar Dogra , Wei Qiao , Yuan Wang

Search engines play a crucial role as digital gatekeepers, shaping the visibility of Web and social media content through algorithmic curation. This study investigates how search engines like Google selectively promotes or suppresses…

Computation and Language · Computer Science 2025-06-18 Amrit Poudel , Yifan Ding , Jurgen Pfeffer , Tim Weninger

Survey-based studies suggest that search engines are trusted more than social media or even traditional news, although cases of false information or defamation are known. In this study, we analyze query suggestion features of three search…

Information Retrieval · Computer Science 2019-12-03 Malte Bonart , Anastasiia Samokhina , Gernot Heisenberg , Philipp Schaer

With the prevalence of misinformation online, researchers have focused on developing various machine learning algorithms to detect fake news. However, users' perception of machine learning outcomes and related behaviors have been widely…

Human-Computer Interaction · Computer Science 2019-11-28 Limeng Cui

Search systems in online social media sites are frequently used to find information about ongoing events and people. For topics with multiple competing perspectives, such as political events or political candidates, bias in the top ranked…

Social and Information Networks · Computer Science 2017-04-06 Juhi Kulshrestha , Motahhare Eslami , Johnnatan Messias , Muhammad Bilal Zafar , Saptarshi Ghosh , Krishna P. Gummadi , Karrie Karahalios

This study examines the influence of Google's search algorithm on news diversity by analyzing search results in Brazil, the UK, and the US. It explores how Google's system preferentially favors a limited number of news outlets. Utilizing…

Computers and Society · Computer Science 2024-11-01 Raphael Hernandes , Giulio Corsi

Web search is an integral part of our daily lives. Recently, there has been a trend of personalization in Web search, where different users receive different results for the same search query. The increasing level of personalization is…

Computers and Society · Computer Science 2017-06-19 Anikó Hannák , Piotr Sapieżyński , Arash Molavi Khaki , David Lazer , Alan Mislove , Christo Wilson

Google Search is an important way that people seek information about politics, and Google states that it is ``committed to providing timely and authoritative information on Google Search to help voters understand, navigate, and participate…

Computers and Society · Computer Science 2024-06-18 Brooke Perreault , Johanna Lee , Ropafadzo Shava , Eni Mustafaraj
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