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Software developers share programming solutions in Q&A sites like Stack Overflow. The reuse of crowd-sourced code snippets can facilitate rapid prototyping. However, recent research shows that the shared code snippets may be of low quality…

Software Engineering · Computer Science 2021-01-21 Morteza Verdi , Ashkan Sami , Jafar Akhondali , Foutse Khomh , Gias Uddin , Alireza Karami Motlagh

Large language models (LLMs) like GitHub Copilot and ChatGPT have emerged as powerful tools for code generation, significantly enhancing productivity and accelerating software development. However, existing benchmarks primarily focus on…

Software Engineering · Computer Science 2024-09-27 Yixi Wu , Pengfei He , Zehao Wang , Shaowei Wang , Yuan Tian , Tse-Hsun Chen

Stack Overflow (SO) is the most popular question-and-answer website for software developers, providing a large amount of copyable code snippets. Using those snippets raises maintenance and legal issues. SO's license (CC BY-SA 3.0) requires…

Software Engineering · Computer Science 2018-09-24 Sebastian Baltes , Stephan Diehl

Refactoring is a widespread practice that helps developers to improve the maintainability and readability of their code. However, there is a limited number of studies empirically investigating the actual motivations behind specific…

Software Engineering · Computer Science 2018-08-07 Danilo Silva , Nikolaos Tsantalis , Marco Tulio Valente

The fast-paced evolution of Android APIs has posed a challenging task for Android app developers. To leverage Android's frequently released APIs, developers must often spend considerable effort on API migrations. Prior research and Android…

Software Engineering · Computer Science 2021-03-29 Maxime Lamothe , Weiyi Shang , Tse-Hsun Chen

Code review is a mature practice for software quality assurance in software development with which reviewers check the code that has been committed by developers, and verify the quality of code. During the code review discussions, reviewers…

Software Engineering · Computer Science 2022-03-31 Liming Fu , Peng Liang , Beiqi Zhang

One problem when studying how to find and fix syntax errors is how to get natural and representative examples of syntax errors. Most syntax error datasets are not free, open, and public, or they are extracted from novice programmers and do…

Software Engineering · Computer Science 2019-07-19 Alexander William Wong , Amir Salimi , Shaiful Chowdhury , Abram Hindle

When comprehending code, a helping hand may come from the natural language comments documenting it that, unfortunately, are not always there. To support developers in such a scenario, several techniques have been presented to automatically…

Software Engineering · Computer Science 2024-02-02 Antonio Mastropaolo , Matteo Ciniselli , Luca Pascarella , Rosalia Tufano , Emad Aghajani , Gabriele Bavota

API suggestion is a critical task in modern software development, assisting programmers by predicting and recommending third-party APIs based on the current context. Recent advancements in large code models (LCMs) have shown promise in the…

Software Engineering · Computer Science 2024-09-23 Chaozheng Wang , Shuzheng Gao , Cuiyun Gao , Wenxuan Wang , Chun Yong Chong , Shan Gao , Michael R. Lyu

For decades, mainframe systems have been vital in enterprise computing, supporting essential applications across industries like banking, retail, and healthcare. To harness these legacy applications and facilitate their reuse, there is…

Software Engineering · Computer Science 2024-08-09 Vini Kanvar , Srikanth Tamilselvam , Keerthi Narayan Raghunath

Online technical forums (e.g., StackOverflow) are popular platforms for developers to discuss technical problems such as how to use specific Application Programming Interface (API), how to solve the programming tasks, or how to fix bugs in…

Software Engineering · Computer Science 2022-04-21 Yintong Huo , Yuxin Su , Hongming Zhang , Michael R. Lyu

Existing API mining algorithms can be difficult to use as they require expensive parameter tuning and the returned set of API calls can be large, highly redundant and difficult to understand. To address this, we present PAM (Probabilistic…

Software Engineering · Computer Science 2016-11-14 Jaroslav Fowkes , Charles Sutton

On the Stack Overflow (SO) Q&A site, users often request solutions to their code-related problems (e.g., errors, unexpected behavior). Unfortunately, they often miss required code snippets during their question submission, which could…

Software Engineering · Computer Science 2024-02-08 Saikat Mondal , Mohammad Masudur Rahman , Chanchal K. Roy

Traditional code search engines often do not perform well with natural language queries since they mostly apply keyword matching. These engines thus require carefully designed queries containing information about programming APIs for code…

Software Engineering · Computer Science 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , David Lo

When designing a new API for a large project, developers need to make smart design choices so that their code base can grow sustainably. To ensure that new API components are well designed, developers can learn from existing API components.…

Software Engineering · Computer Science 2023-07-20 Sae Young Moon , Gregor Kerr , Fran Silavong , Sean Moran

In the rapidly advancing field of artificial intelligence, software development has emerged as a key area of innovation. Despite the plethora of general-purpose AI assistants available, their effectiveness diminishes in complex,…

Software Engineering · Computer Science 2023-12-01 Gustavo Pinto , Cleidson de Souza , Thayssa Rocha , Igor Steinmacher , Alberto de Souza , Edward Monteiro

Repository summarization is a crucial research question in development and maintenance for software engineering. Existing repository summarization techniques primarily focus on summarizing code according to the directory tree, which is…

Software Engineering · Computer Science 2025-10-14 Yifeng Zhu , Xianlin Zhao , Xutian Li , Yanzhen Zou , Haizhuo Yuan , Yue Wang , Bing Xie

Fuzzing -- whether generating or mutating inputs -- has found many bugs and security vulnerabilities in a wide range of domains. Stateful and highly structured web APIs present significant challenges to traditional fuzzing techniques, as…

Cryptography and Security · Computer Science 2021-12-21 Zac Hatfield-Dodds , Dmitry Dygalo

Context: Software developers often ask questions on Technical Q&A forums like Stack Overflow (SO) to seek solutions to their programming-related problems (e.g., errors and unexpected behavior of code). Problem: Many questions miss required…

Software Engineering · Computer Science 2025-04-24 Saikat Mondal , Chanchal K. Roy

Modern software development depends on APIs to reuse code and increase productivity. As most software systems, these libraries and frameworks also evolve, which may break existing clients. However, the main reasons to introduce breaking…

Software Engineering · Computer Science 2018-08-09 Aline Brito , Laerte Xavier , Andre Hora , Marco Tulio Valente
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