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Evaluating teaching effectiveness at scale remains a persistent challenge for large universities, particularly within engineering programs that enroll tens of thousands of students. Traditional methods, such as manual review of student…

Computers and Society · Computer Science 2025-08-06 Jean-Francois Chamberland , Martin C. Carlisle , Arul Jayaraman , Krishna R. Narayanan , Sunay Palsole , Karan Watson

The widespread adoption of Large Language Models (LLMs) has made the detection of AI-Generated text a pressing and complex challenge. Although many detection systems report high benchmark accuracy, their reliability in real-world settings…

Computation and Language · Computer Science 2026-04-23 Shushanta Pudasaini , Luis Miralles-Pechuán , David Lillis , Marisa Llorens Salvador

The adoption of large language models (LLMs) and autonomous agents in software engineering marks an enduring paradigm shift. These systems create new opportunities for tool design, workflow orchestration, and empirical observation, while…

Software Engineering · Computer Science 2025-11-04 Christoph Treude , Margaret-Anne Storey

Large Language Models (LLMs) challenge the validity of traditional open-ended assessments by blurring the lines of authorship. While recent research has focused on the accuracy of automated scoring (AES), these static approaches fail to…

Computers and Society · Computer Science 2025-12-16 Tom Lee , Sihoon Lee , Seonghun Kim

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

Academic paper review is a critical yet time-consuming task within the research community. With the increasing volume of academic publications, automating the review process has become a significant challenge. The primary issue lies in…

Computation and Language · Computer Science 2025-07-17 Xian Gao , Jiacheng Ruan , Zongyun Zhang , Jingsheng Gao , Ting Liu , Yuzhuo Fu

This paper presents a comprehensive overview of the first edition of the Academic Essay Authenticity Challenge, organized as part of the GenAI Content Detection shared tasks collocated with COLING 2025. This challenge focuses on detecting…

Computation and Language · Computer Science 2024-12-25 Shammur Absar Chowdhury , Hind Almerekhi , Mucahid Kutlu , Kaan Efe Keles , Fatema Ahmad , Tasnim Mohiuddin , George Mikros , Firoj Alam

Artificial intelligence (AI) is rapidly transforming education, presenting unprecedented opportunities for personalized learning and streamlined content creation. However, realizing the full potential of AI in educational settings…

Computation and Language · Computer Science 2025-05-02 Antoun Yaacoub , Sansiri Tarnpradab , Phattara Khumprom , Zainab Assaghir , Lionel Prevost , Jérôme Da-Rugna

How does the progressive embracement of Large Language Models (LLMs) affect scientific peer reviewing? This multifaceted question is fundamental to the effectiveness -- as well as to the integrity -- of the scientific process. Recent…

Machine Learning · Computer Science 2025-10-27 Luca Demetrio , Giovanni Apruzzese , Kathrin Grosse , Pavel Laskov , Emil Lupu , Vera Rimmer , Philine Widmer

Large language models (LLMs) are increasingly integral to information retrieval (IR), powering ranking, evaluation, and AI-assisted content creation. This widespread adoption necessitates a critical examination of potential biases arising…

Information Retrieval · Computer Science 2025-07-11 Krisztian Balog , Donald Metzler , Zhen Qin

Generative AI (GAI) technologies are quickly reshaping the educational landscape. As adoption accelerates, understanding how students and educators perceive these tools is essential. This study presents one of the most comprehensive…

Social and Information Networks · Computer Science 2026-01-07 Paulina DeVito , Akhil Vallala , Sean Mcmahon , Yaroslav Hinda , Benjamin Thaw , Hanqi Zhuang , Hari Kalva

As generative AI (GenAI) tools like ChatGPT become more common in higher education, understanding student attitudes is essential for evaluating their educational impact and supporting responsible AI integration. This study introduces a…

Computers and Society · Computer Science 2025-08-05 Xiuxiu Tang , Si Chen , Ying Cheng , Nitesh V Chawla , Ronald Metoyer , G. Alex Ambrose

LLMs promise to democratize technical work in complex domains like programmatic data analysis, but not everyone benefits equally. We study how students with varied experiences use LLMs to complete Python-based data analysis in computational…

Human-Computer Interaction · Computer Science 2026-02-03 Qianou Ma , Kenneth Koedinger , Tongshuang Wu

Feedback is one of the most crucial components to facilitate effective learning. With the rise of large language models (LLMs) in recent years, research in programming education has increasingly focused on automated feedback generation to…

Computers and Society · Computer Science 2025-09-05 Niklas Scholz , Manh Hung Nguyen , Adish Singla , Tomohiro Nagashima

Generative Artificial Intelligence (GenAI) is revolutionizing education and workforce development, profoundly shaping how students learn, engage, and prepare for their future. Outpacing the development of uniform policies and structures,…

Human-Computer Interaction · Computer Science 2026-03-04 Micaela Siraj , Jon Duke , Thomas Plötz

Generative AI such as those with large language models have created opportunities for innovative assessment design practices. Due to recent technological developments, there is a need to know the limits and capabilities of generative AI in…

Artificial Intelligence · Computer Science 2024-06-24 Luke Zaphir , Jason M. Lodge , Jacinta Lisec , Dom McGrath , Hassan Khosravi

Generative AI technologies, particularly Large Language Models (LLMs), have transformed information management systems but introduced substantial biases that can compromise their effectiveness in informing business decision-making. This…

Computers and Society · Computer Science 2025-02-18 Xiahua Wei , Naveen Kumar , Han Zhang

Artificial Intelligence (AI)-generated feedback in educational settings has garnered considerable attention due to its potential to enhance learning outcomes. However, a comprehensive understanding of the linguistic characteristics of…

Computation and Language · Computer Science 2025-05-01 Antoun Yaacoub , Zainab Assaghir , Lionel Prevost , Jérôme Da-Rugna

Cognitive augmentation is a cornerstone in advancing education, particularly through personalized learning. However, personalizing extensive textual materials, such as narratives and academic textbooks, remains challenging due to their…

Human-Computer Interaction · Computer Science 2025-03-11 Ryugo Morita , Ko Watanabe , Jinjia Zhou , Andreas Dengel , Shoya Ishimaru

In today's data-driven era, computational systems generate vast amounts of data that drive the digital transformation of industries, where Artificial Intelligence (AI) plays a key role. Currently, the demand for eXplainable AI (XAI) has…

Artificial Intelligence · Computer Science 2025-03-07 Georgios Makridis , Vasileios Koukos , Georgios Fatouros , Dimosthenis Kyriazis