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This paper surveys the use of Generative AI tools, such as ChatGPT and Claude, in computer science education, focusing on key aspects of accuracy, authenticity, and assessment. Through a literature review, we highlight both the challenges…

Computers and Society · Computer Science 2025-07-17 Iman Reihanian , Yunfei Hou , Yu Chen , Yifei Zheng

This study investigates the use of generative AI to support formative assessment through machine generated reviews of peer reviews in graduate online courses in a public university in the United States. Drawing on Systemic Functional…

Artificial Intelligence · Computer Science 2025-09-19 Gabriela C. Zapata , Bill Cope , Mary Kalantzis , Duane Searsmith

We discuss the implications of generative AI on education across four critical sections: the historical development of AI in education, its contemporary applications in learning, societal repercussions, and strategic recommendations for…

Computers and Society · Computer Science 2024-01-25 Kacper Łodzikowski , Peter W. Foltz , John T. Behrens

After the release of several widely adopted artificial intelligence (AI) literacy guidelines by 2021, the unprecedented rise of generative AI since 2023 has transformed the way we work and acquire information worldwide. Unlike traditional…

Human-Computer Interaction · Computer Science 2025-10-21 Chengzhi Zhang , Brian Magerko

The increasing sophistication of AI-generated texts highlights the urgent need for accurate and transparent detection tools, especially in educational settings, where verifying authorship is essential. Existing literature has demonstrated…

Computation and Language · Computer Science 2025-05-06 Chidimma Opara

Explainability in AI is gaining attention in the computer science community in response to the increasing success of deep learning and the important need of justifying how such systems make predictions in life-critical applications. The…

Artificial Intelligence · Computer Science 2020-03-03 David Tuckey , Alessandra Russo , Krysia Broda

Rising concern for the societal implications of artificial intelligence systems has inspired a wave of academic and journalistic literature in which deployed systems are audited for harm by investigators from outside the organizations…

Validity, reliability, and fairness are core ethical principles embedded in classical argument-based assessment validation theory. These principles are also central to the Standards for Educational and Psychological Testing (2014) which…

Computers and Society · Computer Science 2024-11-06 Jill Burstein , Geoffrey T. LaFlair

Frontier AI systems require governance mechanisms that can verify internal alignment, not just behavioral compliance. Private governance mechanisms audits, certification, insurance, and procurement are emerging to complement public…

Machine Learning · Computer Science 2025-11-21 Aadit Sengupta , Pratinav Seth , Vinay Kumar Sankarapu

Artificial intelligence (AI) has been embedded into many aspects of people's daily lives and it has become normal for people to have AI make decisions for them. Reinforcement learning (RL) models increase the space of solvable problems with…

Artificial Intelligence · Computer Science 2022-03-23 Agneza Krajna , Mario Brcic , Tomislav Lipic , Juraj Doncevic

The rapid growth of research in explainable artificial intelligence (XAI) follows on two substantial developments. First, the enormous application success of modern machine learning methods, especially deep and reinforcement learning, which…

Artificial Intelligence · Computer Science 2020-05-06 S. Atakishiyev , H. Babiker , N. Farruque , R. Goebel1 , M-Y. Kima , M. H. Motallebi , J. Rabelo , T. Syed , O. R. Zaïane

This chapter examines the potential of generative AI in enhancing science literacy across the K-16+ grade span, including its benefits as well as the conceptual and practical challenges that doing so presents. It begins with a discussion of…

Computers and Society · Computer Science 2026-03-10 Xiaoming Zhai , James W. Pellegrino , Matias Rojas , Jongchan Park , Matthew Nyaaba , Clayton Cohn , Gautam Biswas

Writing is a foundational literacy skill that underpins effective communication, fosters critical thinking, facilitates learning across disciplines, and enables individuals to organize and articulate complex ideas. Consequently, writing…

Computation and Language · Computer Science 2026-03-05 Jiangang Hao

Artificial intelligence (AI) comes with great opportunities but can also pose significant risks. Automatically generated explanations for decisions can increase transparency and foster trust, especially for systems based on automated…

Machine Learning · Computer Science 2021-12-03 Johannes Schneider , Christian Meske , Michalis Vlachos

This study aims to develop an adaptive learning platform that leverages generative AI to automate assessment creation and feedback delivery. The platform provides self-correcting tests and personalised feedback that adapts to each learners…

Human-Computer Interaction · Computer Science 2025-11-07 Riya Gill , Ievgeniia Kuzminykh , Maher Salem , Bogdan Ghita

Artificial Intelligence (AI) is rapidly integrating into various aspects of our daily lives, influencing decision-making processes in areas such as targeted advertising and matchmaking algorithms. As AI systems become increasingly…

Artificial Intelligence · Computer Science 2025-03-11 Md. Tanzib Hosain , Mehedi Hasan Anik , Sadman Rafi , Rana Tabassum , Khaleque Insia , Md. Mehrab Siddiky

Recently, generative AIs like ChatGPT have become available to the wide public. These tools can for instance be used by students to generate essays or whole theses. But how does a teacher know whether a text is written by a student or an…

Computation and Language · Computer Science 2023-11-14 Lorenz Mindner , Tim Schlippe , Kristina Schaaff

AI-powered language learning tools increasingly provide instant, personalised feedback to millions of learners worldwide. However, this feedback can fail in ways that are difficult for learners--and even teachers--to detect, potentially…

Human-Computer Interaction · Computer Science 2026-05-25 Ben Knight , Wm. Matthew Kennedy , Danielle Carvalho , Isaac Pattis , James Edgell

Generative AI challenges academic integrity not only by enabling students to delegate substantial portions of their academic work, but also by blurring the ethical boundaries by which students distinguish acceptable assistance from…

Human-Computer Interaction · Computer Science 2026-05-29 Jiyoon Kim , Kentaro Toyama , Sangmi Kim , John M. Carroll

AI governance frameworks increasingly rely on audits, yet the results of their underlying evaluations require interpretation and context to be meaningfully informative. Even technically rigorous evaluations can offer little useful insight…

Computers and Society · Computer Science 2025-08-18 Leon Staufer , Mick Yang , Anka Reuel , Stephen Casper