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Artificial intelligence (AI) is being increasingly integrated into human problem-solving, yet its effects on individual skill development remain unclear. We examine how both AI usage and informativeness can shape learning in the context of…

Artificial Intelligence · Computer Science 2026-05-22 Shang Wu , Hongyu Yao , Catarina Belem , Shuyuan Fu , Mark Steyvers , Padhraic Smyth

Complementary collaboration between humans and AI is essential for human-AI decision making. One feasible approach to achieving it involves accounting for the calibrated confidence levels of both AI and users. However, this process would…

Human-Computer Interaction · Computer Science 2025-12-08 Jingshu Li , Yitian Yang , Q. Vera Liao , Junti Zhang , Yi-Chieh Lee

As AI writing support becomes ubiquitous, how disclosing its use affects reader perception remains a critical, underexplored question. We conducted a study with 261 participants to examine how revealing varying levels of AI involvement…

Human-Computer Interaction · Computer Science 2026-01-23 Hiroki Nakano , Jo Takezawa , Fabrice Matulic , Chi-Lan Yang , Koji Yatani

Objective: To investigate whether performance (number of correct decisions) of humans supported by a computer alerting tool can be improved by tailoring the tool's alerting threshold (sensitivity/specificity combination) according to user…

Human-Computer Interaction · Computer Science 2021-06-28 Marwa Gadala , Lorenzo Strigini , Peter Ayton

Simulating user search behavior is a critical task in information retrieval, which can be employed for user behavior modeling, data augmentation, and system evaluation. Recent advancements in large language models (LLMs) have opened up new…

Information Retrieval · Computer Science 2025-04-11 Erhan Zhang , Xingzhu Wang , Peiyuan Gong , Zixuan Yang , Jiaxin Mao

Mental health assessments are of central importance to individuals' well-being. Conventional assessment methodologies predominantly depend on clinical interviews and standardised self-report questionnaires. Nevertheless, the efficacy of…

Human-Computer Interaction · Computer Science 2025-10-22 Yixue Cai , Xiyan Su , Dongpeng Yao , Rongduo Han , Nan Gao , Haining Zhang

Large language models (LLMs) have shown remarkable emergent capabilities, transforming the execution of functional tasks by leveraging external tools for complex problems that require specialized processing or up-to-date data. While…

Computation and Language · Computer Science 2025-08-22 Wenjun Li , Dexun Li , Kuicai Dong , Cong Zhang , Hao Zhang , Weiwen Liu , Yasheng Wang , Ruiming Tang , Yong Liu

With the emergence of conversational artificial intelligence (AI) agents, it is important to understand the mechanisms that influence users' experiences of these agents. We study a common tool in the designer's toolkit: conceptual…

Human-Computer Interaction · Computer Science 2020-08-07 Pranav Khadpe , Ranjay Krishna , Li Fei-Fei , Jeffrey Hancock , Michael Bernstein

[Background] Emotional Intelligence (EI) can impact Software Engineering (SE) outcomes through improved team communication, conflict resolution, and stress management. SE workers face increasing pressure to develop both technical and…

Software Engineering · Computer Science 2025-02-10 Allysson Allex Araújo , Marcos Kalinowski , Matheus Paixao , Daniel Graziotin

AI-based virtual assistants are increasingly used to support daily ideation tasks. The values or bias present in these agents can influence output in hidden ways. They may also affect how people perceive the ideas produced with these AI…

Human-Computer Interaction · Computer Science 2024-04-23 Alicia Guo , Pat Pataranutaporn , Pattie Maes

Students at all levels of education are increasingly relying on generative artificial intelligence (AI) tools to complete assignments and achieve higher exam scores. However, it remains unclear how this reliance affects their motivation,…

Computers and Society · Computer Science 2025-10-21 Márton Benedek , Balázs R. Sziklai

The internet has been blurring the lines between local and global cultures, affecting in different ways the perception of people about themselves and others. In the global context of the internet, search engine platforms are a key mediator…

Computers and Society · Computer Science 2016-11-09 Gabriel Magno , Camila Souza Araújo , Wagner Meira , Virgilio Almeida

Large language models (LLMs) enable conversational agents (CAs) to express distinctive personalities, raising new questions about how such designs shape user perceptions. This study investigates how personality expression levels and…

Human-Computer Interaction · Computer Science 2026-04-30 Hasibur Rahman , Smit Desai

As reliance on AI systems for decision-making grows, it becomes critical to ensure that human users can appropriately balance trust in AI suggestions with their own judgment, especially in high-stakes domains like healthcare. However, human…

Human-Computer Interaction · Computer Science 2025-01-29 Zichen Chen , Yunhao Luo , Misha Sra

Generative Search Engines (GSEs) synthesize conversational answers from multiple sources, weakening the long-standing link between search ranking and digital visibility. This shift raises a central question for content creators: How can we…

Computation and Language · Computer Science 2025-12-29 Qiyuan Chen , Jiahe Chen , Hongsen Huang , Qian Shao , Jintai Chen , Renjie Hua , Hongxia Xu , Ruijia Wu , Ren Chuan , Jian Wu

AI-assisted usability analysis can potentially reduce the time and effort of finding usability problems, yet little is known about how AI's perceived expertise influences evaluators' analytic strategies and perceptions over time. We ran a…

Human-Computer Interaction · Computer Science 2026-03-17 Emily Kuang , Ehsan Jahangirzadeh Soure , Luyao Shen , Nitesh Goyal , Mingming Fan , Kristen Shinohara

As Artificial Intelligence (AI) becomes increasingly integrated into education, university students preparing for English language tests are frequently shifting between traditional search engines like Google and large language models (LLMs)…

Human-Computer Interaction · Computer Science 2026-02-18 Tarek Rahman , Md Shaharia Hossen , Mark Protik Mondol , Jannatun Noor Mukta

Personalized AI agents are becoming central to modern information retrieval, yet most evaluation methodologies remain static, relying on fixed benchmarks and one-off metrics that fail to reflect how users' needs evolve over time. These…

Information Retrieval · Computer Science 2025-10-07 Kirandeep Kaur , Preetam Prabhu Srikar Dammu , Hideo Joho , Chirag Shah

Psychology research has shown that humans are poor at estimating their performance on tasks, tending towards underconfidence on easy tasks and overconfidence on difficult tasks. We examine three LLMs, Llama-3-70B-instruct, Claude-3-Sonnet,…

Artificial Intelligence · Computer Science 2025-07-29 Chenjun Xu , Bingbing Wen , Bin Han , Robert Wolfe , Lucy Lu Wang , Bill Howe

This study examines the impact of Socratic Mind, a Generative Artificial Intelligence (GenAI) powered formative assessment tool that employs Socratic questioning to support student learning in a large, fully online undergraduate-level…