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This study presents the first large-scale, side-by-side comparison of contemporary Large Language Models (LLMs) in the automated grading of programming assignments. Drawing on over 6,000 student submissions collected across four years of an…

Computers and Society · Computer Science 2025-10-01 Marcin Jukiewicz

There are growing promises that Large Language Models (LLMs) can support students' learning by providing explanations, feedback, and guidance. However, despite their rapid adoption and widespread attention, there is still limited empirical…

A fundamental question in cognitive science concerns how social norms are acquired and represented. While humans typically learn norms through embodied social experience, we investigated whether large language models can achieve…

Artificial Intelligence · Computer Science 2025-08-27 Pontus Strimling , Simon Karlsson , Irina Vartanova , Kimmo Eriksson

Generative AI has made remarkable strides to revolutionize fields such as image and video generation. These advancements are driven by innovative algorithms, architecture, and data. However, the rapid proliferation of generative models has…

Artificial Intelligence · Computer Science 2024-11-12 Dongfu Jiang , Max Ku , Tianle Li , Yuansheng Ni , Shizhuo Sun , Rongqi Fan , Wenhu Chen

While Large Language Models (LLMs) are increasingly envisioned as intelligent assistants for personalized learning, systematic head-to-head evaluations in authentic learning scenarios remain scarce. This study presents an empirical…

Artificial Intelligence · Computer Science 2025-10-23 Bo Yuan , Jiazi Hu

This comprehensive survey explored the evolving landscape of generative Artificial Intelligence (AI), with a specific focus on the transformative impacts of Mixture of Experts (MoE), multimodal learning, and the speculated advancements…

Artificial Intelligence · Computer Science 2025-01-31 Timothy R. McIntosh , Teo Susnjak , Tong Liu , Paul Watters , Malka N. Halgamuge

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…

As generative AI (genAI) rapidly enters classrooms, accompanied by district-level policy rollouts and industry-led teacher trainings, it is important to rethink the canonical ``adopt and train'' playbook. Decades of educational technology…

Human-Computer Interaction · Computer Science 2025-10-22 Aayushi Dangol , Smriti Kotiyal , Robert Wolfe , Alex J. Bowers , Antonio Vigil , Jason Yip , Julie A. Kientz , Suleman Shahid , Tom Yeh , Vincent Cho , Katie Davis

The rapidly evolving sector of Multi-modal Large Language Models (MLLMs) is at the forefront of integrating linguistic and visual processing in artificial intelligence. This paper presents an in-depth comparative study of two pioneering…

Computer Vision and Pattern Recognition · Computer Science 2023-12-27 Zhangyang Qi , Ye Fang , Mengchen Zhang , Zeyi Sun , Tong Wu , Ziwei Liu , Dahua Lin , Jiaqi Wang , Hengshuang Zhao

The rapid emergence of large language models (LLMs) has raised urgent questions across the modern workforce about this new technology's strengths, weaknesses, and capabilities. For privacy professionals, the question is whether these AI…

Computers and Society · Computer Science 2025-08-13 Zane Witherspoon , Thet Mon Aye , YingYing Hao

As AI systems increasingly evaluate other AI outputs, understanding their assessment behavior becomes crucial for preventing cascading biases. This study analyzes vision-language descriptions generated by NVIDIA's Describe Anything Model…

Artificial Intelligence · Computer Science 2025-09-22 Sajjad Abdoli , Rudi Cilibrasi , Rima Al-Shikh

Strategic model selection and reasoning settings are more effective than ensembling for optimizing automated scoring with large language models (LLMs). We examined self-consistency (intra-model majority voting) and reasoning effort for…

Computers and Society · Computer Science 2026-05-01 Scott Frohn

This paper presents a new educational framework for integrating generative artificial intelligence (GenAI) platforms such as ChatGPT, Claude, and Gemini into laboratory activities aimed at developing critical thinking and digital literacy…

Computers and Society · Computer Science 2025-07-02 Vasiliy Znamenskiy , Rafael Niyazov , Joel Hernandez

Evaluating AI tutor responses requires more than factual correctness: tutors must identify mistakes, locate errors, provide guidance, and offer actionable next steps. We present GRADE, a systematic study of open-source models for…

Computation and Language · Computer Science 2026-05-28 Parth Bhalerao , Jeromy Chang , David Chou , Oana Ignat

Generative AI is reshaping higher education, yet research has focused largely on students, while instructors remain understudied despite their central role in mediating adoption and modeling responsible use. We present the \textit{AI…

Human-Computer Interaction · Computer Science 2025-09-24 Si Chen , Xiuxiu Tang , Alison Cheng , Nitesh Chawla , G. Alex Ambrose , Ronald Metoyer

How can we test whether state-of-the-art generative models, such as Blender and GPT-3, are good AI teachers, capable of replying to a student in an educational dialogue? Designing an AI teacher test is challenging: although evaluation…

Computation and Language · Computer Science 2022-05-17 Anaïs Tack , Chris Piech

The use of generative artificial intelligence (GenAI) in academia is a subjective and hotly debated topic. Currently, there are no agreed guidelines towards the usage of GenAI systems in higher education (HE) and, thus, it is still unclear…

Information Retrieval · Computer Science 2024-06-17 Bayode Ogunleye , Kudirat Ibilola Zakariyyah , Oluwaseun Ajao , Olakunle Olayinka , Hemlata Sharma

As AI tools become increasingly integrated into educational contexts, questions arise about both their stability over time and their responsiveness to prompt engineering techniques. This longitudinal study focused on different AI tools'…

Artificial Intelligence · Computer Science 2026-05-29 Danielle S. Fox , Brenda L. Robles , Elizabeth DiPietro Brovey , Christian D. Schunn

Transitioning from Education 1.0 to Education 5.0, the integration of generative artificial intelligence (GenAI) revolutionizes the learning environment by fostering enhanced human-machine collaboration, enabling personalized, adaptive and…

Computers and Society · Computer Science 2024-12-13 Sanjay Chakraborty

Large Language Models (LLMs) have shown impressive performance on a range of educational tasks, but are still understudied for their potential to solve mathematical problems. In this study, we compare three prominent LLMs, including GPT-4o,…

Artificial Intelligence · Computer Science 2025-07-01 Ruonan Wang , Runxi Wang , Yunwen Shen , Chengfeng Wu , Qinglin Zhou , Rohitash Chandra