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In a series of highly-powered empirical studies, we examine the intuition that by sparing effort, using AI inevitably hinders learning. First, in a nationally representative survey of young adults, the majority expressed the view that using…

Human-Computer Interaction · Computer Science 2026-02-20 Benjamin Lira , Todd Rogers , Daniel G. Goldstein , Lyle Ungar , Angela L. Duckworth

This study quantitively examines which features of AI-generated text lead humans to perceive subjective consciousness in large language model (LLM)-based AI systems. Drawing on 99 passages from conversations with Claude 3 Opus and focusing…

Human-Computer Interaction · Computer Science 2025-12-10 Bongsu Kang , Jundong Kim , Tae-Rim Yun , Hyojin Bae , Chang-Eop Kim

We examined the mechanisms underlying productivity and performance gains from AI agents using a large-scale experiment on Pairit, a platform we developed to study human-AI collaboration. We randomly assigned 2,234 participants to…

Computers and Society · Computer Science 2026-02-06 Harang Ju , Sinan Aral

The Turing Test is no longer adequate for distinguishing human and machine intelligence. With advanced artificial intelligence systems already passing the original Turing Test and contributing to serious ethical and environmental concerns,…

Machine Learning · Computer Science 2026-01-01 Adam Winchell

AI systems are fallible, and humans can make mistakes in deciding whether to trust AI over their own judgment. Thus, improving human-AI collaboration requires understanding when, why, and how humans decide to rely on AI. We study two…

Artificial Intelligence · Computer Science 2026-05-28 Maharshi Gor , Yoo Yeon Sung , Yu Hou , Eve Fleisig , Irene Ying , Tianyi Zhou , Jordan Boyd-Graber

We investigate whether modern AI can emulate expert creativity in complex scientific endeavors. We introduce novel methodology that utilizes original research articles published after the AI's training cutoff, ensuring no prior exposure,…

Artificial Intelligence · Computer Science 2024-04-09 Anirban Mukherjee , Hannah Hanwen Chang

Large language models (LLMs) are rapidly transforming knowledge work by improving the quality and efficiency of tasks such as writing, coding, and data analysis. However, their growing use in education has exposed a learning-performance…

The Turing test for comparing computer performance to that of humans is well known, but, surprisingly, there is no widely used test for comparing how much better human-computer systems perform relative to humans alone, computers alone, or…

Human-Computer Interaction · Computer Science 2022-06-30 Andres Campero , Michelle Vaccaro , Jaeyoon Song , Haoran Wen , Abdullah Almaatouq , Thomas W. Malone

As AI systems shape individual and societal decisions, fostering critical AI literacy is essential. Traditional approaches, such as blog articles, static lessons, and social media discussions, often fail to support deep conceptual…

Human-Computer Interaction · Computer Science 2025-07-30 Yiling Zhao , Audrey Michal , Nithum Thain , Hari Subramonyam

As artificial intelligence (AI) becomes increasingly integrated into education, understanding how students perceive its risks is essential for supporting responsible and effective adoption. This research aimed to examine the relationships…

Computers and Society · Computer Science 2025-12-05 Ville Heilala , Pieta Sikström , Mika Setälä , Tommi Kärkkäinen

Expectations about the support of artificial intelligence (AI) may influence interaction outcomes similar to placebos. Such expectations may result from AI washing, a practice of overstating a system's AI capabilities when actual…

Human-Computer Interaction · Computer Science 2026-05-04 Nick von Felten , Luisa Ella Müller , Johannes Schöning

There are many unknowns regarding the characteristics and dynamics of human-AI teams, including a lack of understanding of how certain human-human teaming concepts may or may not apply to human-AI teams and how this composition affects team…

Human-Computer Interaction · Computer Science 2021-05-25 Nathan J. McNeese , Beau G. Schelble , Lorenzo Barberis Canonico , Mustafa Demir

Recommender systems, while a powerful decision making tool, are often operationalized as black box models, such that their AI algorithms are not accessible or interpretable by human operators. This in turn can cause confusion and…

Human-Computer Interaction · Computer Science 2024-09-18 Divya Srivastava , Karen M. Feigh

Prosocial behaviors, such as helping others, are well-known to enhance human well-being. While there is a growing trend of humans helping AI agents, it remains unclear whether the well-being benefits of helping others extend to interactions…

Human-Computer Interaction · Computer Science 2025-02-06 Zicheng Zhu , Yugin Tan , Naomi Yamashita , Yi-Chieh Lee , Renwen Zhang

The increasing integration of AI tools in education presents both opportunities and challenges, particularly regarding the development of the students' critical thinking skills. This position paper argues that while AI can support learning,…

Computers and Society · Computer Science 2025-07-10 Lucile Favero , Juan-Antonio Pérez-Ortiz , Tanja Käser , Nuria Oliver

Providing well-calibrated AI confidence can help promote users' appropriate trust in and reliance on AI, which are essential for AI-assisted decision-making. However, calibrating AI confidence -- providing confidence score that accurately…

Artificial Intelligence · Computer Science 2025-09-30 Jingshu Li , Yitian Yang , Renwen Zhang , Q. Vera Liao , Tianqi Song , Zhengtao Xu , Yi-chieh Lee

Objective: This paper develops a theoretical framework explaining when and why AI explanations enhance versus impair human decision-making. Background: Transparency is advocated as universally beneficial for human-AI interaction, yet…

Human-Computer Interaction · Computer Science 2026-01-21 Ancuta Margondai , Mustapha Mouloua

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

Students in introductory physics courses often rely on ineffective strategies, focusing on final answers rather than understanding underlying principles. Integrating scientific argumentation into problem-solving fosters critical thinking…

Physics Education · Physics 2025-08-21 Winter Allen , Anand Shanker , N. Sanjay Rebello

Despite a global user base adopting large language models (LLMs) for daily writing tasks, model suggestions tend to align with Western values. Research has shown users commonly accept a high fraction of these AI suggestions, homogenizing…

Human-Computer Interaction · Computer Science 2026-05-21 Alice Gao , Andrew N. Meltzoff , Maarten Sap , Katharina Reinecke