Large Language Models in Computer Science Education: A Systematic Literature Review

21 October 2024

Nishat Raihan

Mohammed Latif Siddiq

Papers citing "Large Language Models in Computer Science Education: A Systematic Literature Review"

22 / 22 papers shown

Title
Evaluating ChatGPT-4 Vision on Brazil's National Undergraduate Computer Science Exam Nabor C. Mendonça ELM 45 10 0 14 Jun 2024
Desirable Characteristics for AI Teaching Assistants in Programming Education Paul Denny Stephen MacNeil Jaromír Šavelka Leo Porter Andrew Luxton-Reilly 75 30 0 23 May 2024
Evaluating the Effectiveness of LLMs in Introductory Computer Science Education: A Semester-Long Field Study Wenhan Lyu Yimeng Wang Tingting Rachel Chung Chung Yifan Sun Yixuan Zhang 90 36 0 20 Apr 2024
Generative AI for Data Science 101: Coding Without Learning To Code Jacob Bien Gourab Mukherjee SyDa 33 2 0 31 Jan 2024
CodeAid: Evaluating a Classroom Deployment of an LLM-based Programming Assistant that Balances Student and Educator Needs Majeed Kazemitabaar Runlong Ye Xiaoning Wang Austin Z. Henley Paul Denny Michelle Craig Tovi Grossman AI4Ed ELM 86 123 0 20 Jan 2024
Can ChatGPT Play the Role of a Teaching Assistant in an Introductory Programming Course? Anishka Atharva Mehta Nipun Gupta Aarav Balachandran Dhruv Kumar Pankaj Jalote 54 8 0 12 Dec 2023
Next-Step Hint Generation for Introductory Programming Using Large Language Models Lianne Roest H. Keuning J. Jeuring LRM 63 32 0 03 Dec 2023
Efficient Classification of Student Help Requests in Programming Courses Using Large Language Models Jaromír Šavelka Paul Denny Mark H. Liffiton Brad Sheese AI4Ed 75 7 0 31 Oct 2023
The Robots are Here: Navigating the Generative AI Revolution in Computing Education James Prather Paul Denny Juho Leinonen Brett A. Becker Ibrahim Albluwi ... Stephen MacNeil Andrew Petersen Raymond Pettit Brent N. Reeves Jaromír Šavelka 69 207 0 01 Oct 2023
Generative AI in Computing Education: Perspectives of Students and Instructors Cynthia Zastudil M. Rogalska C. Kapp Jennifer L. Vaughn Stephen MacNeil 50 52 0 08 Aug 2023
What Should Data Science Education Do with Large Language Models? Xinming Tu James Zou Weijie J. Su Linjun Zhang AI4Ed 85 35 0 06 Jul 2023
ChatGPT in the Classroom: An Analysis of Its Strengths and Weaknesses for Solving Undergraduate Computer Science Questions Ishika Joshi Ritvik Budhiraja Harshal Dev Jahnvi Kadia M. O. Ataullah Sayan Mitra Dhruv Kumar Harshal D. Akolekar 96 40 0 28 Apr 2023
Comparing Code Explanations Created by Students and Large Language Models Juho Leinonen Paul Denny Stephen MacNeil Sami Sarsa Seth Bernstein Joanne Kim Andrew Tran Arto Hellas LRM 78 151 0 08 Apr 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.5K 14,748 0 15 Mar 2023
ChatGPT and Software Testing Education: Promises & Perils Sajed Jalil Suzzana Rafi Thomas D. Latoza Kevin Moran Wing Lam ELM 78 177 0 07 Feb 2023
Programming Is Hard -- Or at Least It Used to Be: Educational Opportunities And Challenges of AI Code Generation Brett A. Becker Paul Denny James Finnie-Ansley Andrew Luxton-Reilly James Prather E. Santos 86 279 0 02 Dec 2022
Conversing with Copilot: Exploring Prompt Engineering for Solving CS1 Problems Using Natural Language Paul Denny Viraj Kumar Nasser Giacaman 64 244 0 27 Oct 2022
From Human Days to Machine Seconds: Automatically Answering and Generating Machine Learning Final Exams Iddo Drori Sarah J. Zhang Reece Shuttleworth Sarah Zhang Keith Tyser ... Yann Hicke Sage Simhon S. Karnik Darnell Granberry Madeleine Udell ELM 76 10 0 11 Jun 2022
Automatic Generation of Programming Exercises and Code Explanations using Large Language Models Sami Sarsa Paul Denny Arto Hellas Juho Leinonen ELM 164 356 0 03 Jun 2022
Evaluating Large Language Models Trained on Code Mark Chen Jerry Tworek Heewoo Jun Qiming Yuan Henrique Pondé ... Bob McGrew Dario Amodei Sam McCandlish Ilya Sutskever Wojciech Zaremba ELM ALM 236 5,665 0 07 Jul 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 880 42,463 0 28 May 2020
CodeBERT: A Pre-Trained Model for Programming and Natural Languages Zhangyin Feng Daya Guo Duyu Tang Nan Duan Xiaocheng Feng ... Linjun Shou Bing Qin Ting Liu Daxin Jiang Ming Zhou 167 2,667 0 19 Feb 2020