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This study evaluates the effectiveness of various large language models (LLMs) in performing tasks common among undergraduate computer science students. Although a number of research studies in the computing education community have…

Computers and Society · Computer Science 2024-04-04 Vibhor Agarwal , Madhav Krishan Garg , Sahiti Dharmavaram , Dhruv Kumar

The study was conducted in an Advanced Quantitative Research Methods course involving 20 graduate students. During the course, student inquiries made to the AI were recorded and coded using Bloom's taxonomy and the CLEAR framework. A series…

Human-Computer Interaction · Computer Science 2025-06-04 Zhanxin Hao , Haifeng Luo , Yongyi Chen , Yu Zhang

In programming education, plagiarism and misuse of artificial intelligence (AI) assistance are emerging issues. However, not many relevant studies are focused on web programming. We plan to develop automated tools to help instructors…

Recent advancements in artificial intelligence (AI) are fundamentally reshaping computing, with large language models (LLMs) now effectively being able to generate and interpret source code and natural language instructions. These emergent…

Ever since Large Language Models (LLMs) and related applications have become broadly available, several studies investigated their potential for assisting educators and supporting students in higher education. LLMs such as Codex, GPT-3.5,…

Artificial Intelligence · Computer Science 2024-07-08 Imen Azaiz , Natalie Kiesler , Sven Strickroth

AI-powered planning tools show promise in supporting programming learners by enabling early, formative feedback on their thinking processes prior to coding. To date, however, most AI-supported planning tools rely on students'…

Human-Computer Interaction · Computer Science 2026-02-04 Yoshee Jain , Heejin Do , Zihan Wu , April Yi Wang

Pedagogical approaches focusing on stereotypical code solutions, known as programming plans, can increase problem-solving ability and motivate diverse learners. However, plan-focused pedagogies are rarely used beyond introductory…

Human-Computer Interaction · Computer Science 2025-02-18 Yoshee Jain , Mehmet Arif Demirtaş , Kathryn Cunningham

AI Code Completion (e.g., GitHub's Copilot) has revolutionized how computer science students interact with programming languages. However, AI code completion has been studied from the developers' perspectives, not the students' perspectives…

As large language models (LLMs) become more common in educational tools and programming environments, questions arise about how these systems should interact with users. This study investigates how different interaction styles with…

Human-Computer Interaction · Computer Science 2025-07-08 Kai Deng

AI-powered code assistants, such as Copilot, are quickly becoming a ubiquitous component of contemporary coding contexts. Among these environments, computational notebooks, such as Jupyter, are of particular interest as they provide rich…

Human-Computer Interaction · Computer Science 2023-01-27 Andrew M. McNutt , Chenglong Wang , Robert A. DeLine , Steven M. Drucker

A persistent challenge in accessible computing is ensuring developers produce web UI code that supports assistive technologies. Despite numerous specialized accessibility tools, novice developers often remain unaware of them, leading to…

Human-Computer Interaction · Computer Science 2025-02-18 Peya Mowar , Yi-Hao Peng , Jason Wu , Aaron Steinfeld , Jeffrey P. Bigham

Computer programming (coding) is indispensable for researchers across disciplines, yet it remains challenging to learn and time-consuming to carry out. Generative AI, particularly large language models (LLMs), has the potential to transform…

Computers and Society · Computer Science 2024-11-19 Tonghe Zhuang , Zhicheng Lin

Incorporating Generative AI (GenAI) and Large Language Models (LLMs) in education can enhance teaching efficiency and enrich student learning. Current LLM usage involves conversational user interfaces (CUIs) for tasks like generating…

Human-Computer Interaction · Computer Science 2024-04-18 Stanislav Pozdniakov , Jonathan Brazil , Solmaz Abdi , Aneesha Bakharia , Shazia Sadiq , Dragan Gasevic , Paul Denny , Hassan Khosravi

This tutorial addresses the challenge of incorporating large language models (LLMs), such as ChatGPT, in a data analytics class. It details several new in-class and out-of-class teaching techniques enabled by AI. For example, instructors…

Computers and Society · Computer Science 2024-11-13 Robert L. Bray

Large language models (LLMs) have demonstrated the ability to generate formative feedback and instructional hints in English, making them increasingly relevant for AI-assisted education. However, their ability to provide effective…

Computation and Language · Computer Science 2025-06-06 Junior Cedric Tonga , KV Aditya Srivatsa , Kaushal Kumar Maurya , Fajri Koto , Ekaterina Kochmar

Large Language Models (LLMs) such as ChatGPT have quickly become part of student programmers' toolkits, whether allowed by instructors or not. This paper examines how introductory programming (CS1) students integrate LLMs into their…

Human-Computer Interaction · Computer Science 2025-10-07 Jade Hak , Nathaniel Lam Johnson , Matin Amoozadeh , Amin Alipour , Souti Chattopadhyay

Code review is a widespread practice to improve software quality and transfer knowledge. It is often seen as time-consuming due to the need for manual effort and potential delays. Several AI-assisted tools, such as Qodo, GitHub Copilot, and…

Generative artificial intelligence poses new challenges around assessment, increasingly driving introductory programming educators to employ invigilated exams. But exams do not afford more authentic programming experiences that involve…

Computers and Society · Computer Science 2024-11-19 Suhas Kannam , Yuri Yang , Aarya Dharm , Kevin Lin

Recent advances in large language models (LLMs) have introduced new paradigms in software development, including vibe coding, AI-assisted coding, and agentic coding, fundamentally reshaping how software is designed, implemented, and…

Software Engineering · Computer Science 2026-01-01 Hung-Fu Chang , MohammadShokrolah Shirazi , Lizhou Cao , Supannika Koolmanojwong Mobasser

This paper presents a comprehensive investigation into the capability of Large Language Models (LLMs) to successfully complete a semester-long undergraduate control systems course. Through evaluation of 115 course deliverables, we assess…

Computers and Society · Computer Science 2025-05-19 Gokul Puthumanaillam , Timothy Bretl , Melkior Ornik