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Software developers often reuse code from online sources such as Stack Overflow within their projects. However, the process of searching for code snippets and integrating them within existing source code can be tedious. In order to improve…

Software Engineering · Computer Science 2021-01-05 Brittany Reid , Christoph Treude , Markus Wagner

Question and answer (Q&A) forums contain valuable information regarding software reuse, but they can be challenging to analyse due to their unstructured free text. Here we introduce a new approach (LANLAN), using word embeddings and machine…

Software Engineering · Computer Science 2020-05-19 Matthew T. Patrick

Energy consumption of software applications has emerged as a critical concern for developers to contemplate in their daily development processes. Previous studies have surveyed a limited number of developers to understand their viewpoints…

Software Engineering · Computer Science 2025-11-18 Bihui Jin , Heng Li , Pengyu Nie , Ying Zou

Code maintenance data sets typically consist of a before and after version of the code that contains the improvement or fix. Such data sets are important for software engineering support tools related to code maintenance, such as program…

Software Engineering · Computer Science 2021-01-27 Henry Tang , Sarah Nadi

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

Question-and-answer platforms such as Stack Overflow are an important way for software developers to share and retrieve knowledge. However, reusing poorly understood code can lead to serious problems, such as bugs or security…

Software Engineering · Computer Science 2025-09-16 Kathrin Figl , Maria Kirchner , Sebastian Baltes , Michael Felderer

Crowdsourcing platforms, such as Stack Overflow, have changed and impacted the software development practice. In these platforms, developers share and reuse their software development and programming experience. Therefore, a plethora of…

Software Engineering · Computer Science 2025-12-09 Rabe Abdalkareem

With an ever-increasing amount of open source software, the popularity of services like GitHub that facilitate code reuse, and common misconceptions about the licensing of open source software, the problem of license violations in the code…

Software Engineering · Computer Science 2020-07-07 Yaroslav Golubev , Maria Eliseeva , Nikita Povarov , Timofey Bryksin

For tasks like code synthesis from natural language, code retrieval, and code summarization, data-driven models have shown great promise. However, creating these models require parallel data between natural language (NL) and code with…

Computation and Language · Computer Science 2018-05-24 Pengcheng Yin , Bowen Deng , Edgar Chen , Bogdan Vasilescu , Graham Neubig

Stack Overflow and other similar forums are used commonly by developers to seek answers for their software development as well as privacy-related concerns. Recently, ChatGPT has been used as an alternative to generate code or produce…

Software Engineering · Computer Science 2024-06-13 Zack Delile , Sean Radel , Joe Godinez , Garrett Engstrom , Theo Brucker , Kenzie Young , Sepideh Ghanavati

Following code style conventions in software projects is essential for maintaining overall code quality. Adhering to these conventions improves maintainability, understandability, and extensibility. Additionally, following best practices…

Software Engineering · Computer Science 2026-01-16 Alvari Kupari , Nasser Giacaman , Valerio Terragni

Q&A platforms have been crucial for the online help-seeking behavior of programmers. However, the recent popularity of ChatGPT is altering this trend. Despite this popularity, no comprehensive study has been conducted to evaluate the…

Software Engineering · Computer Science 2024-05-22 Samia Kabir , David N. Udo-Imeh , Bonan Kou , Tianyi Zhang

Ruby is a widely used open-source programming language, valued for its simplicity, especially in web development. Despite its popularity, with over one million users on GitHub, little is known about the issues faced by Ruby developers. This…

Software Engineering · Computer Science 2025-04-29 Nikta Akbarpour , Ahmad Saleem Mirza , Erfan Raoofian , Fatemeh Fard , Gema Rodríguez-Pérez

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

GitHub natively supports workflow automation through GitHub Actions. Yet, workflow maintenance is often considered a burden for software developers, who frequently face difficulties in writing, testing, debugging, and maintaining workflows.…

Software Engineering · Computer Science 2026-04-13 Hassan Onsori Delicheh , Guillaume Cardoen , Alexandre Decan , Tom Mens

Stack Overflow (SO) has been a great source of natural language questions and their code solutions (i.e., question-code pairs), which are critical for many tasks including code retrieval and annotation. In most existing research,…

Computation and Language · Computer Science 2018-03-28 Ziyu Yao , Daniel S. Weld , Wei-Peng Chen , Huan Sun

Pandas is defined as a software library which is used for data analysis in Python programming language. As pandas is a fast, easy and open source data analysis tool, it is rapidly used in different software engineering projects like…

Software Engineering · Computer Science 2023-05-11 Sajib Kumar Saha Joy , Farzad Ahmed , Al Hasib Mahamud , Nibir Chandra Mandal

We propose a framework to mine API usage scenarios from Stack Overflow. Each task consists of a code example, the task description, and the reactions of developers towards the code example. First, we present an algorithm to automatically…

Software Engineering · Computer Science 2021-02-18 Gias Uddin , Foutse Khomh , Chanchal K Roy

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

React is a JavaScript library used to build user interfaces for single-page applications. Although recent studies have shown the popularity and advantages of React in web development, the specific challenges users face remain unknown. Thus,…