MSR 2024
Mon 15 - Tue 16 April 2024 Lisbon, Portugal
co-located with ICSE 2024
Mon 15 Apr 2024 15:10 - 15:15 at Almada Negreiros - Mining Challenge Chair(s): Preetha Chatterjee, Fabio Palomba

Nowadays, Large Language Models (LLMs) play a pivotal role in software engineering. Developers can use LLMs to address software development-related tasks such as documentation, code refactoring, debugging, and testing. ChatGPT, released by OpenAI, has become the most prominent LLM. In particular, ChatGPT is a cutting-edge tool for providing recommendations and solutions for developers in their pull requests (PRs). However, little is known about the characteristics of PRs that incorporate ChatGPT compared to those without it and what developers usually use it for. To this end, we quantitatively analyzed 243 PRs that listed at least one ChatGPT prompt against a representative sample of 384 PRs without any ChatGPT prompts. Our findings show that developers use ChatGPT in larger, time-consuming pull requests that are five times slower to be closed than PRs that do not use ChatGPT. Furthermore, we perform a qualitative analysis to build a taxonomy of the topics developers primarily address in their prompts. Our analysis results in a taxonomy comprising 8 topics and 32 sub-topics. Our findings highlight that ChatGPT is often used in review-intensive pull requests. Moreover, our taxonomy enriches our understanding of the developer’s current applications of ChatGPT.

Mon 15 Apr

Displayed time zone: Lisbon change

14:00 - 15:30
Mining ChallengeMining Challenge at Almada Negreiros
Chair(s): Preetha Chatterjee Drexel University, USA, Fabio Palomba University of Salerno
14:00
5m
Talk
ChatGPT Chats Decoded: Uncovering Prompt Patterns for Superior Solutions in Software Development Lifecycle
Mining Challenge
Liangxuan Wu Huazhong University of Science and Technology, Yanjie Zhao Huazhong University of Science and Technology, Xinyi Hou Huazhong University of Science and Technology, Tianming Liu Monash Univerisity, Haoyu Wang Huazhong University of Science and Technology
14:05
5m
Talk
Write me this Code: An Analysis of ChatGPT Quality for Producing Source Code
Mining Challenge
Konstantinos Moratis Electrical and Computer Engineering Dept., Aristotle University of Thessaloniki, Themistoklis Diamantopoulos Electrical and Computer Engineering Dept, Aristotle University of Thessaloniki, Dimitrios-Nikitas Nastos Electrical and Computer Engineering Dept., Aristotle University of Thessaloniki, Andreas Symeonidis Aristotle University of Thessaloniki
Pre-print
14:10
5m
Talk
Quality Assessment of ChatGPT Generated Code and their Use by Developers
Mining Challenge
Mohammed Latif Siddiq University of Notre Dame, Lindsay Roney University of Notre Dame, Jiahao Zhang , Joanna C. S. Santos University of Notre Dame
Pre-print
14:15
5m
Talk
Analyzing Developer Use of ChatGPT Generated Code in Open Source GitHub Projects
Mining Challenge
Balreet Grewal University of Alberta, Wentao Lu University of Alberta, Sarah Nadi New York University Abu Dhabi, UAE; University of Alberta, Canada, Cor-Paul Bezemer University of Alberta
Pre-print
14:20
5m
Talk
How I Learned to Stop Worrying and Love ChatGPT
Mining Challenge
Piotr Przymus Nicolaus Copernicus University in Toruń, Poland, Mikołaj Fejzer Nicolaus Copernicus University in Toruń, Jakub Narębski Nicolaus Copernicus University in Toruń, Krzysztof Stencel University of Warsaw
Pre-print
14:25
5m
Talk
Can ChatGPT Support Developers? An Empirical Evaluation of Large Language Models for Code Generation.
Mining Challenge
Kailun Jin York University, Chung-Yu Wang York University, Hung Viet Pham York University, Hadi Hemmati York University
Pre-print
14:30
5m
Talk
The role of library versions in Developer-ChatGPT conversations
Mining Challenge
Rachna Raj Concordia University, Diego Costa Concordia University, Canada
14:35
5m
Talk
AI Writes, We Analyze: The ChatGPT Python Code Saga
Mining Challenge
Md Fazle Rabbi Idaho State University, Arifa Islam Champa Idaho State University, Minhaz F. Zibran Idaho State University, Md Rakibul Islam Lamar University
DOI Pre-print
14:40
5m
Talk
ChatGPT in Action: Analyzing Its Use in Software Development
Mining Challenge
Arifa Islam Champa Idaho State University, Md Fazle Rabbi Idaho State University, Costain Nachuma Idaho State University, Minhaz F. Zibran Idaho State University
DOI Pre-print
14:45
5m
Talk
Chatting with AI: Deciphering Developer Conversations with ChatGPT
Mining Challenge
Suad Mohamed Belmont University, Abdullah Parvin Belmont University, Esteban Parra Belmont University
14:50
5m
Talk
Does Generative AI Generate Smells Related to Container Orchestration?: An Exploratory Study with Kubernetes Manifests
Mining Challenge
Yue Zhang Auburn University, Rachel Meredith Auburn University, Wilson Reaves Auburn University, Julia Coriolano Federal University of Pernambuco, Muhammad Ali Babar University of Adelaide, Akond Rahman Auburn University
14:55
5m
Talk
On the Taxonomy of Developers' Discussion Topics with ChatGPT
Mining Challenge
Ertugrul Sagdic Lamar University, Arda Bayram Lamar University, Md Rakibul Islam Lamar University
15:00
5m
Talk
How to refactor this code? An exploratory study on developer-ChatGPT refactoring conversations
Mining Challenge
Eman Abdullah AlOmar Stevens Institute of Technology, AnushKrishna Venkatakrishnan Rochester Institute of Technology, USA, Mohamed Wiem Mkaouer University of Michigan - Flint, Christian Newman , Ali Ouni ETS Montreal, University of Quebec
15:05
5m
Talk
Analyzing Developer-ChatGPT Conversations for Software Refactoring: An Exploratory Study
Mining Challenge
Omkar Sandip Chavan Rochester Institute of Technology, Divya Dilip Hinge Rochester Institute of Technology, Soham Sanjay Deo Rochester Institute of Technology, Yaxuan (Olivia) Wang Rochester Institute of Technology, Mohamed Wiem Mkaouer University of Michigan - Flint
15:10
5m
Talk
How Do Software Developers Use ChatGPT? An Exploratory Study on GitHub Pull Requests
Mining Challenge
Moataz Chouchen ETS, Narjes Bessghaier ETS Montreal, University of Quebec, Mahi Begoug , Ali Ouni ETS Montreal, University of Quebec, Eman Abdullah AlOmar Stevens Institute of Technology, Mohamed Wiem Mkaouer University of Michigan - Flint
15:15
5m
Talk
Investigating the Utility of ChatGPT in the Issue Tracking System: An Exploratory Study
Mining Challenge
Joy Krishan Das University of Saskatchewan, Saikat Mondal University of Saskatchewan, Chanchal K. Roy University of Saskatchewan
Pre-print
15:20
5m
Talk
Enhancing User Interaction in ChatGPT: Characterizing and Consolidating Multiple Prompts for Issue Resolution
Mining Challenge
Saikat Mondal University of Saskatchewan, Suborno Deb Bappon Department of Computer Science, University of Saskatchewan, Canada, Chanchal K. Roy University of Saskatchewan
Pre-print