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The choice of programming language is a very important decision as it not only affects the performance and maintainability of the software but also dictates the talent pool and community support available. To better understand the…

Software Engineering · Computer Science 2020-06-03 Samarth Tambad , Rohit Nandwani , Suzanne K. McIntosh

Stack Overflow is a popular Q&A platform where users ask technical questions and receive answers from a community of experts. Recently, there has been a significant increase in the number of answers generated by ChatGPT, which can lead to…

Software Engineering · Computer Science 2026-02-05 Suyu Ma , Chunyang Chen , Hourieh Khalajzadeh , John Grundy

The landscape of software developer learning resources has continuously evolved, with recent trends favoring engaging formats like video tutorials. The emergence of Large Language Models (LLMs) like ChatGPT presents a new learning paradigm.…

Software Engineering · Computer Science 2024-10-14 Ahmad Tayeb , Mohammad D. Alahmadi , Elham Tajik , Sonia Haiduc

LLM-powered tools like ChatGPT Data Analysis, have the potential to help users tackle the challenging task of data analysis programming, which requires expertise in data processing, programming, and statistics. However, our formative study…

Human-Computer Interaction · Computer Science 2024-08-02 Majeed Kazemitabaar , Jack Williams , Ian Drosos , Tovi Grossman , Austin Henley , Carina Negreanu , Advait Sarkar

The integration of ChatGPT as a supportive tool in education, notably in programming courses, addresses the unique challenges of programming education by providing assistance with debugging, code generation, and explanations. Despite…

Computers and Society · Computer Science 2024-04-08 Boxaun Ma , Li Chen , Shin'ichi Konomi

We as software developers or researchers very often get stacktrace error messages while we are trying to write some code or install some packages. Many times these error messages are very obscure and verbose; do not make much sense to us.…

Software Engineering · Computer Science 2022-09-30 Md Abdullah Al Alamin

Programming is essential to modern scientific research, yet most scientists report inadequate training for the software development their work demands. Generative AI tools capable of code generation may support scientific programmers, but…

Software Engineering · Computer Science 2026-04-13 Gabrielle O'Brien , Alexis Parker , Nasir Eisty , Jeffrey Carver

Generative AI tools such as ChatGPT now provide novice programmers with unprecedented access to instant, personalized support. While this holds clear promise, their influence on students' metacognitive processes remains underexplored.…

Human-Computer Interaction · Computer Science 2025-11-07 Boxuan Ma , Huiyong Li , Gen Li , Li Chen , Cheng Tang , Yinjie Xie , Chenghao Gu , Atsushi Shimada , Shin'ichi Konomi

This paper explores the use of Large Language Models (LLMs) and in particular ChatGPT in programming, source code analysis, and code generation. LLMs and ChatGPT are built using machine learning and artificial intelligence techniques, and…

Software Engineering · Computer Science 2023-06-12 Ahmed R. Sadik , Antonello Ceravola , Frank Joublin , Jibesh Patra

Background: Sub-optimal code is prevalent in software systems. Developers may write low-quality code due to many reasons, such as lack of technical knowledge, lack of experience, time pressure, management decisions, and even unhappiness.…

Software Engineering · Computer Science 2022-04-15 Chaiyong Ragkhitwetsagul , Matheus Paixao

The ubiquity of technologies like ChatGPT has raised concerns about their impact on student writing, particularly regarding reduced learner agency and superficial engagement with content. While standalone chat-based LLMs often produce…

Human-Computer Interaction · Computer Science 2025-06-26 Momin N. Siddiqui , Roy Pea , Hari Subramonyam

A college education historically has been seen as method of moving upward with regards to income brackets and social status. Indeed, many colleges recognize this connection and seek to enroll talented low income students. While these…

Other Statistics · Statistics 2024-12-18 Monnie McGee , Bivin Sadler

Recent advancements in large language models, including GPT-4 and its variants, and Generative AI-assisted coding tools like GitHub Copilot, ChatGPT, and Tabnine, have significantly transformed software development. This paper analyzes how…

Software Engineering · Computer Science 2024-11-05 Vijay Joshi , Iver Band

Generative AI tools hold promise to increase human productivity. This paper presents results from a controlled experiment with GitHub Copilot, an AI pair programmer. Recruited software developers were asked to implement an HTTP server in…

Software Engineering · Computer Science 2023-02-14 Sida Peng , Eirini Kalliamvakou , Peter Cihon , Mert Demirer

ChatGPT has changed the AI community and an active research line is the performance evaluation of ChatGPT. A key challenge for the evaluation is that ChatGPT is still closed-source and traditional benchmark datasets may have been used by…

Computation and Language · Computer Science 2024-05-13 Ming Liu , Ran Liu , Ye Zhu , Hua Wang , Youyang Qu , Rongsheng Li , Yongpan Sheng , Wray Buntine

Code review is an essential activity for ensuring the quality and maintainability of software projects. However, it is a time-consuming and often error-prone task that can significantly impact the development process. Recently, ChatGPT, a…

Software Engineering · Computer Science 2023-09-18 Qi Guo , Junming Cao , Xiaofei Xie , Shangqing Liu , Xiaohong Li , Bihuan Chen , Xin Peng

Large language models (LLMs) like ChatGPT have shown the potential to assist developers with coding and debugging tasks. However, their role in collaborative issue resolution is underexplored. In this study, we analyzed 1,152…

Software Engineering · Computer Science 2024-12-12 Joy Krishan Das , Saikat Mondal , Chanchal K. Roy

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…

Software Engineering · Computer Science 2025-02-04 Agrawal Naman , Ridwan Shariffdeen , Guanlin Wang , Sanka Rasnayaka , Ganesh Neelakanta Iyer

Automated benchmarks dominate the evaluation of large language models, yet no systematic study has compared user satisfaction, adoption motivations, and frustrations across competing platforms using a consistent instrument. We address this…

Human-Computer Interaction · Computer Science 2026-03-27 Moiz Sadiq Awan , Muhammad Haris Noor , Muhammad Salman Munaf

Generative AI technologies promise to transform the product development lifecycle. This study evaluates the efficiency gains, areas for improvement, and emerging challenges of using GitHub Copilot, an AI-powered coding assistant. We…

Software Engineering · Computer Science 2024-06-27 Ruchika Pandey , Prabhat Singh , Raymond Wei , Shaila Shankar