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Ensuring safe and effective use of AI requires understanding and anticipating its performance on novel tasks, from advanced scientific challenges to transformed workplace activities. So far, benchmarking has guided progress in AI, but it…

Artificial intelligence (AI) is rapidly being integrated into educational contexts, promising personalized support and increased efficiency. However, growing evidence suggests that the uncritical adoption of AI may produce unintended harms…

Human-Computer Interaction · Computer Science 2026-02-05 Lucile Favero , Juan Antonio Pérez-Ortiz , Tanja Käser , Nuria Oliver

While AI-assisted writing has been widely reported to improve essay quality, its impact on the structural diversity of student thinking remains unexplored. Analyzing 6,875 essays across five conditions (Human-only, AI-only, and three…

Artificial Intelligence · Computer Science 2026-03-24 Keito Inoshita , Michiaki Omura , Tsukasa Yamanaka , Go Maeda , Kentaro Tsuji

Artificial intelligence (AI) applications to support human tutoring have potential to significantly improve learning outcomes, but engagement issues persist, especially among students from low-income backgrounds. We introduce an AI-assisted…

Despite universal GenAI adoption, students cannot distinguish task performance from actual learning and lack skills to leverage AI for learning, leading to worse exam performance when AI use remains unreflective. Yet few interventions…

Human-Computer Interaction · Computer Science 2026-02-19 Ruiwei Xiao , Runlong Ye , Xinying Hou , Jessica Wen , Harsh Kumar , Michael Liut , John Stamper

This work addresses challenges in evaluating adaptive artificial intelligence (AI) models for medical devices, where iterative updates to both models and evaluation datasets complicate performance assessment. We introduce a novel approach…

Artificial Intelligence · Computer Science 2026-04-07 Alexis Burgon , Berkman Sahiner , Nicholas A Petrick , Gene Pennello , Ravi K Samala

Generative AI enables students to produce plausible code quickly. Producing working code is therefore no longer a reliable indicator of understanding. This is particularly problematic in non-computer-science programmes, where time…

Computers and Society · Computer Science 2026-04-09 Christina Maria Mayr

Concerns about how workers are perceived can deter effective collaboration with artificial intelligence (AI). In a field experiment on a large online labor market, I hired 450 U.S.-based remote workers to complete an image-categorization…

General Economics · Economics 2025-11-25 David Almog

Artificial intelligence (AI) is transforming elementary STEM education, yet evidence remains fragmented. This systematic review synthesizes 258 studies (2020-2025) examining AI applications across eight categories: intelligent tutoring…

Computers and Society · Computer Science 2025-11-07 Majid Memari , Krista Ruggles

The rapid proliferation of generative artificial intelligence (AI) tools - especially large language models (LLMs) such as ChatGPT - has ushered in a transformative era in higher education. Universities in developed regions are increasingly…

Human-Computer Interaction · Computer Science 2025-06-30 Russell Beale

The rapid advancement of large language models (LLMs) has enabled the generation of coherent essays, making AI-assisted writing increasingly common in educational and professional settings. Using large-scale empirical data, we examine and…

Computation and Language · Computer Science 2025-10-17 Yang Zhong , Jiangang Hao , Michael Fauss , Chen Li , Yuan Wang

As generative AI becomes increasingly integrated into higher education, understanding how students engage with these technologies is essential for responsible adoption. This study evaluates the Educational AI Hub, an AI-powered learning…

Computers and Society · Computer Science 2025-10-29 Ramteja Sajja , Yusuf Sermet , Brian Fodale , Ibrahim Demir

Creating interdisciplinary design projects is time-consuming and cognitively demanding for teachers, requiring curriculum alignment, cross-subject integration, and careful sequencing. International research reports increasing teacher use of…

Computers and Society · Computer Science 2025-10-21 Wei Ting Liow , Sumbul Khan , Lay Kee Ang

Accurate estimation of item (question or task) difficulty is critical for educational assessment but suffers from the cold start problem. While Large Language Models demonstrate superhuman problem-solving capabilities, it remains an open…

Computation and Language · Computer Science 2026-05-12 Ming Li , Han Chen , Yunze Xiao , Jian Chen , Hong Jiao , Tianyi Zhou

Younger generations are growing up in a world increasingly shaped by intelligent technologies, making early AI literacy crucial for developing the skills to critically understand and navigate them. However, education in this field often…

Artificial Intelligence · Computer Science 2025-05-28 Maria Cristina Carrisi , Mirko Marras , Sara Vergallo

Competitive programming contests play a crucial role in cultivating computational thinking and algorithmic skills among learners. However, generating comprehensive test cases to effectively assess programming solutions remains…

Software Engineering · Computer Science 2025-09-30 Stefan Dascalescu , Adrian Marius Dumitran , Mihai Alexandru Vasiluta

Artificial Intelligence (AI) / Machine Learning (ML)-based systems are widely sought-after commercial solutions that can automate and augment core business services. Intelligent systems can improve the quality of services offered and…

Machine Learning · Computer Science 2021-03-26 Akriti Chadda , Kelly Song , Raman Chandrasekar , Ian Gorton

While research on human-AI collaboration exists, it mainly examined language learning and used traditional counting methods with little attention to evolution and dynamics of collaboration on cognitively demanding tasks. This study examines…

Human-Computer Interaction · Computer Science 2025-08-18 Mohammed Saqr , Kamila Misiejuk , Sonsoles López-Pernas

Learning difficulties pose significant challenges for students, impacting their academic performance and overall educational experience. These difficulties could sometimes put students into a downward spiral that lack of educational…

Human-Computer Interaction · Computer Science 2024-03-12 Aaron Hu

The proliferation of large language models (LLMs) in educational settings has paradoxically undermined the cognitive processes they purport to support. Students increasingly outsource critical thinking to AI assistants that generate…

Artificial Intelligence · Computer Science 2026-05-08 Ran Bi , Shiyao Wei , Yuanyiyi Zhou
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