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This paper presents a theoretical framework for addressing the challenges posed by generative artificial intelligence (AI) in higher education assessment through a machine-versus-machine approach. Large language models like GPT-4, Claude,…

Computers and Society · Computer Science 2025-06-04 Mohammad Saleh Torkestani , Taha Mansouri

GenAI has gained the attention of a myriad of users in almost every profession. Its advancement has had an intense impact on education, significantly disrupting the assessment design and evaluation methodologies. Despite the potential…

Computers and Society · Computer Science 2024-05-06 Rajan Kadel , Bhupesh Kumar Mishra , Samar Shailendra , Samia Abid , Maneeha Rani , Shiva Prasad Mahato

PURPOSE OR GOAL: This study investigates how GenAI can be integrated with a criterion-referenced grading framework to improve the efficiency and quality of grading for mathematical assessments in engineering. It specifically explores the…

Systems and Control · Electrical Eng. & Systems 2026-01-23 Lili Chen , Winn Wing-Yiu Chow , Stella Peng , Bencheng Fan , Sachitha Bandara

The rapid advancement of Generative Artificial Intelligence (GenAI) has introduced new opportunities for transforming higher education, particularly in fields that require analytical reasoning and regulatory compliance, such as…

Computers and Society · Computer Science 2025-02-24 Mahmoud Elkhodr , Ergun Gide

Generative artificial intelligence (GenAI) holds the potential to transform the delivery, cultivation, and evaluation of human learning. This Perspective examines the integration of GenAI as a tool for human learning, addressing its…

Human-Computer Interaction · Computer Science 2024-09-06 Lixiang Yan , Samuel Greiff , Ziwen Teuber , Dragan Gašević

Generative Artificial Intelligence (GenAI) presents a governance challenge for STEM assessment. Unrestricted GenAI access enables task outsourcing that undermines the validity of traditional assessments; blanket prohibitions are difficult…

Computers and Society · Computer Science 2026-05-26 Yizhu Gao , Zhongzhou Chen , Min Li , Xiaoming Zhai

There are few principles or guidelines to ensure evaluations of generative AI (GenAI) models and systems are effective. To help address this gap, we propose a set of general dimensions that capture critical choices involved in GenAI…

Computers and Society · Computer Science 2024-11-20 P. Alex Dow , Jennifer Wortman Vaughan , Solon Barocas , Chad Atalla , Alexandra Chouldechova , Hanna Wallach

Generative AI (GenAI) has revolutionized content generation, offering transformative capabilities for improving language coherence, readability, and overall quality. This manuscript explores the application of qualitative, quantitative, and…

Computation and Language · Computer Science 2024-11-28 Saman Sarraf

Generative Artificial Intelligence (GenAI) has the potential to transform higher education by generating human-like content. The advancement in GenAI has revolutionised several aspects of education, especially subject and assessment design.…

Computers and Society · Computer Science 2025-03-04 Aakanksha Sharma , Samar Shailendra , Rajan Kadel

The higher education (HE) sector benefits every nation's economy and society at large. However, their contributions are challenged by advanced technologies like generative artificial intelligence (GenAI) tools. In this paper, we provide a…

Information Retrieval · Computer Science 2024-04-02 Bayode Ogunleye , Kudirat Ibilola Zakariyyah , Oluwaseun Ajao , Olakunle Olayinka , Hemlata Sharma

Generative AI is a technology which depends in part on participation by humans in training and improving the automation potential. We focus on the development of an "AI twin" that could complement its creator's efforts, enabling them to…

Theoretical Economics · Economics 2025-09-11 Catherine Wu , Arun Sundararajan

As organizations grapple with the rapid adoption of Generative AI (GenAI), this study synthesizes the state of knowledge through a systematic literature review of secondary studies and research agendas. Analyzing 28 papers published since…

Digital twins, as precise digital representations of physical systems, have evolved from passive simulation tools into intelligent and autonomous entities through the integration of artificial intelligence technologies. This paper presents…

This paper presents a critical analysis of generative Artificial Intelligence (AI) detection tools in higher education assessments. The rapid advancement and widespread adoption of generative AI, particularly in education, necessitates a…

Computers and Society · Computer Science 2024-01-02 Cesare G. Ardito

This paper examines the potential for generative artificial intelligence (GenAI) to assist with internal review processes for research quality evaluations in UK higher education and particularly in preparation for the Research Excellence…

Computers and Society · Computer Science 2025-12-01 Gordon Fletcher , Saomai Vu Khan , Aldus Greenhill Fletcher

As generative artificial intelligence (AI) continues to transform education, most existing AI evaluations rely primarily on technical performance metrics such as accuracy or task efficiency while overlooking human identity, learner agency,…

Computers and Society · Computer Science 2025-12-05 Shi Ding , Brian Magerko

This study examines the impact of Generative Artificial Intelligence (GenAI) on academic research, focusing on its application to qualitative and quantitative data analysis. As GenAI tools evolve rapidly, they offer new possibilities for…

Human-Computer Interaction · Computer Science 2024-08-14 Mike Perkins , Jasper Roe

Recent developments in Generative Artificial Intelligence (GenAI) have created significant uncertainty in education, particularly in terms of assessment practices. Against this backdrop, we present an updated version of the AI Assessment…

Computers and Society · Computer Science 2025-10-01 Mike Perkins , Jasper Roe , Leon Furze

This study examines how Generative Artificial Intelligence reproduces global power hierarchies in education and proposes a framework to address resulting inequities. Using a critical qualitative design, the study conducted zero-shot prompt…

Computers and Society · Computer Science 2025-11-24 Matthew Nyaaba , Alyson Wright , Gyu Lim Choi

The proliferation of generative AI tools has rendered traditional modular assessments in computing and data-centric education increasingly ineffective, creating a disconnect between academic evaluation and authentic skill measurement. This…

Computers and Society · Computer Science 2026-01-22 Kaihua Ding
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