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In the challenging field of introductory programming, high enrollments and failure rates drive us to explore tools and systems to enhance student outcomes, especially automated tools that scale to large cohorts. This paper presents and…

软件工程 · 计算机科学 2023-10-17 Andrew Taylor , Alexandra Vassar , Jake Renzella , Hammond Pearce

Large language models (LLMs) are increasingly being explored in higher education, yet their effectiveness as teaching agents remains underexamined. In this paper, we present the development of GuideLM, a fine-tuned LLM designed for…

计算与语言 · 计算机科学 2025-03-03 Emily Ross , Yuval Kansal , Jake Renzella , Alexandra Vassar , Andrew Taylor

Timely, personalized feedback is essential for students learning programming. LLM-powered tools like ChatGPT offer instant support, but reveal direct answers with code, which may hinder deep conceptual engagement. We developed CodeAid, an…

Timely and high-quality feedback is essential for effective learning in programming courses; yet, providing such support at scale remains a challenge. While AI-based systems offer scalable and immediate help, their responses can…

计算机与社会 · 计算机科学 2026-01-27 Tung Phung , Heeryung Choi , Mengyan Wu , Christopher Brooks , Sumit Gulwani , Adish Singla

The new capabilities of generative artificial intelligence tools Generative AI, such as ChatGPT, allow users to interact with the system in intuitive ways, such as simple conversations, and receive (mostly) good-quality answers. These…

LLM-based chatbots enable students to get immediate, interactive help on homework assignments, but even a thoughtfully-designed bot may not serve all pedagogical goals. We report here on the development and deployment of a GPT-4-based…

计算机与社会 · 计算机科学 2024-12-03 J. D. Zamfirescu-Pereira , Laryn Qi , Björn Hartmann , John DeNero , Narges Norouzi

LLM chatbot interfaces allow students to get instant, interactive assistance with homework, but doing so carelessly may not advance educational objectives. In this study, an interactive homework help system based on DeepSeek R1 is developed…

人机交互 · 计算机科学 2025-03-13 Rajan Das Gupta , Md. Tanzib Hosain , M. F. Mridha , Salah Uddin Ahmed

Enhancing interaction and feedback collection in a first-semester computer science course poses a significant challenge due to students' diverse needs and engagement levels. To address this issue, we created and integrated a command-based…

人工智能 · 计算机科学 2024-07-30 Santiago Berrezueta-Guzman , Ivan Parmacli , Stephan Krusche , Stefan Wagner

Decomposition is a fundamental skill in algorithmic programming, requiring learners to break down complex problems into smaller, manageable parts. However, current self-study methods, such as browsing reference solutions or using LLM…

人机交互 · 计算机科学 2025-02-27 Shuai Ma , Junling Wang , Yuanhao Zhang , Xiaojuan Ma , April Yi Wang

We introduce CS1QA, a dataset for code-based question answering in the programming education domain. CS1QA consists of 9,237 question-answer pairs gathered from chat logs in an introductory programming class using Python, and 17,698…

计算与语言 · 计算机科学 2022-10-27 Changyoon Lee , Yeon Seonwoo , Alice Oh

Debugging is a crucial skill in programming education and software development, yet it is often overlooked in CS curricula. To address this, we introduce an AI-powered debugging assistant integrated into an IDE. It offers real-time support…

Large Language Models (LLMs) are becoming increasingly competent across various domains, educators are showing a growing interest in integrating these LLMs into the learning process. Especially in software engineering, LLMs have…

软件工程 · 计算机科学 2025-02-04 Agrawal Naman , Ridwan Shariffdeen , Guanlin Wang , Sanka Rasnayaka , Ganesh Neelakanta Iyer

This is the study that presents an AI-Python-based chatbot that helps students to learn programming by demonstrating solutions to such problems as debugging errors, solving syntax problems or converting abstract theoretical concepts to…

软件工程 · 计算机科学 2025-09-26 Sayed Mahbub Hasan Amiri , Md Mainul Islam

The case study examines the impact of the CGScholar (Common Ground Scholar) AI Helper on a pilot research initiative involving the writing development of 11th-grade students in English Language Arts (ELA). CGScholar AI Helper is an evolving…

计算机与社会 · 计算机科学 2026-03-10 Raigul Zheldibayeva , Ana Karina de Oliveira Nascimento , Vania Castro , Mary Kalantzis , Bill Cope

Integration of Large Language Models (LLMs) with Learning Management Systems (LMSs) can enhance task automation and accessibility in education. However, hallucination where LLMs generate inaccurate or misleading information remains a…

计算机与社会 · 计算机科学 2025-11-14 Kovan Mzwri , Márta Turcsányi-Szabo

The integration of AI assistants, especially through the development of Large Language Models (LLMs), into computer science education has sparked significant debate. An emerging body of work has looked into using LLMs in education, but few…

人机交互 · 计算机科学 2024-05-06 Wenhan Lyu , Yimeng Wang , Tingting , Chung , Yifan Sun , Yixuan Zhang

Large language models (LLMs) have displayed massive improvements in reasoning and decision-making skills and can hold natural conversations with users. Many recent works seek to augment LLM-based assistants with external tools so they can…

计算与语言 · 计算机科学 2023-11-21 Nicholas Farn , Richard Shin

Most classroom engagements with generative AI focus on prompting pre-trained models, leaving the role of training data and model mechanics opaque. We developed a browser-based tool that allows students to train a small transformer language…

计算机与社会 · 计算机科学 2026-01-30 Nicolas Pope , Matti Tedre

Providing students with flexible and timely academic support is a challenge at most colleges and universities, leaving many students without help outside scheduled hours. Large language models (LLMs) are promising for bridging this gap, but…

计算机与社会 · 计算机科学 2025-09-12 Chang Liu , Loc Hoang , Andrew Stolman , Rene F. Kizilcec , Bo Wu

The use of AI assistants, along with the challenges they present, has sparked significant debate within the community of computer science education. While these tools demonstrate the potential to support students' learning and instructors'…

人机交互 · 计算机科学 2023-11-14 Tianjia Wang , Daniel Vargas-Díaz , Chris Brown , Yan Chen
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