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We performed two online surveys of Stack Overflow answerers and visitors to assess their awareness to outdated code and software licenses in Stack Overflow answerers. The answerer survey targeted 607 highly reputed Stack Overflow users and…

Software Engineering · Computer Science 2018-06-22 Chaiyong Ragkhitwetsagul , Jens Krinke , Rocco Oliveto

Free and open source software is widely used in the creation of software systems, whereas many organisations choose to provide their systems as open source. Open source software carries licenses that determine the conditions under which the…

Software Engineering · Computer Science 2021-10-04 Maria Papoutsoglou , Georgia M. Kapitsaki , Daniel German , Lefteris Angelis

Developers use Question and Answer (Q&A) websites to exchange knowledge and expertise. Stack Overflow is a popular Q&A website where developers discuss coding problems and share code examples. Although all Stack Overflow posts are free to…

Software Engineering · Computer Science 2017-03-14 Le An , Ons Mlouki , Foutse Khomh , Giuliano Antoniol

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

Stack Overflow (SO) is the most popular question-and-answer website for software developers, providing a large amount of copyable code snippets. Like other software artifacts, code on SO evolves over time, for example when bugs are fixed or…

Software Engineering · Computer Science 2019-03-20 Sebastian Baltes , Christoph Treude , Stephan Diehl

Stack Overflow (SO) is the largest Q&A website for developers, providing a huge amount of copyable code snippets. Using these snippets raises various maintenance and legal issues. The SO license requires attribution, i.e., referencing the…

Software Engineering · Computer Science 2017-07-04 Sebastian Baltes , Richard Kiefer , Stephan Diehl

Despite the unarguable importance of Stack Overflow (SO) for the daily work of many software developers and despite existing knowledge about the impact of code duplication on software maintainability, the prevalence and implications of code…

Software Engineering · Computer Science 2020-02-05 Sebastian Baltes , Christoph Treude

Most modern software products incorporate open-source components, requiring development teams to maintain compliance with each component's licenses. Noncompliance can have significant financial, legal, and reputational repercussions.…

Online code clones are code fragments that are copied from software projects or online sources to Stack Overflow as examples. Due to an absence of a checking mechanism after the code has been copied to Stack Overflow, they can become toxic…

Software Engineering · Computer Science 2019-04-03 Chaiyong Ragkhitwetsagul , Jens Krinke , Matheus Paixao , Giuseppe Bianco , Rocco Oliveto

When programmers look for how to achieve certain programming tasks, Stack Overflow is a popular destination in search engine results. Over the years, Stack Overflow has accumulated an impressive knowledge base of snippets of code that are…

Software Engineering · Computer Science 2017-05-04 Di Yang , Pedro Martins , Vaibhav Saini , Cristina Lopes

Deep Learning (DL) models have been widely used to support code completion. These models, once properly trained, can take as input an incomplete code component (e.g., an incomplete function) and predict the missing tokens to finalize it.…

Software Engineering · Computer Science 2022-04-15 Matteo Ciniselli , Luca Pascarella , Gabriele Bavota

AI assistants can help developers by recommending code to be included in their implementations (e.g., suggesting the implementation of a method from its signature). Although useful, these recommendations may mirror copyleft code available…

Software Engineering · Computer Science 2025-02-10 Gaia Colombo , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

As one of the most well-known programmer Q&A websites, Stack Overflow (i.e., SO) is serving tens of thousands of developers every day. Previous work has shown that many developers reuse the code snippets on SO when they find an answer (from…

Software Engineering · Computer Science 2022-04-28 Yuan Huang , Furen Xu , Haojie Zhou , Xiangping Chen , Xiaocong Zhou , Tong Wang

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

Does the training of large language models potentially infringe upon code licenses? Furthermore, are there any datasets available that can be safely used for training these models without violating such licenses? In our study, we assess the…

Software Engineering · Computer Science 2024-03-25 Jonathan Katzy , Răzvan-Mihai Popescu , Arie van Deursen , Maliheh Izadi

Online programming discussion platforms such as Stack Overflow serve as a rich source of information for software developers. Available information include vibrant discussions and oftentimes ready-to-use code snippets. Anecdotes report that…

Cryptography and Security · Computer Science 2017-10-10 Felix Fischer , Konstantin Böttinger , Huang Xiao , Christian Stransky , Yasemin Acar , Michael Backes , Sascha Fahl

Software developers often submit questions to technical Q&A sites like Stack Overflow (SO) to resolve code-level problems. In practice, they include example code snippets with questions to explain the programming issues. Existing research…

Software Engineering · Computer Science 2024-07-16 Saikat Mondal , Banani Roy

Clone-and-own is a typical code reuse approach because of its simplicity and efficiency. Cloned software components are maintained independently by a new owner. These clone-and-own operations can be occurred sequentially, that is, cloned…

Software Engineering · Computer Science 2022-04-14 Hideaki Hata , Takashi Ishio

We study the impact of Stack Overflow code evolution on the stability of prior research findings derived from Stack Overflow data and provide recommendations for future studies. We systematically reviewed papers published between 2005--2023…

Cryptography and Security · Computer Science 2025-04-08 Alfusainey Jallow , Sven Bugiel

Jupyter Notebook is a popular tool among data analysts and scientists for working with data. It provides a way to combine code, documentation, and visualizations in a single, interactive environment, facilitating code reuse. While code…

Software Engineering · Computer Science 2023-02-24 Mingke Yang , Yuming Zhou , Bixin Li , Yutian Tang
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