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Related papers: Executability of Python Snippets in Stack Overflow

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High-quality answers in technical Q&A platforms like Stack Overflow (SO) are crucial as they directly influence software development practices. Poor-quality answers can introduce inefficiencies, bugs, and security vulnerabilities, and thus…

Software Engineering · Computer Science 2025-07-30 Saikat Mondal , Chanchal K. Roy

Suboptimal code is prevalent in software systems. Developers often write low-quality code due to factors like technical knowledge gaps, insufficient experience, time pressure, management decisions, or personal factors. Once integrated, the…

Software Engineering · Computer Science 2025-11-11 In-on Wiratsin , Chaiyong Ragkhitwetsagul , Matheus Paixao , Denis De Sousa , Pongpop Lapvikai , Peter Haddawy

A large scale collection of both semantic and natural language resources is essential to leverage active Software Engineering research areas such as code reuse and code comprehensibility. Existing machine learning models ingest data from…

Stack Overflow has been heavily used by software developers as a popular way to seek programming-related information from peers via the internet. The Stack Overflow community recommends users to provide the related code snippet when they…

Software Engineering · Computer Science 2021-07-06 Zhipeng Gao , Xin Xia , John Grundy , David Lo , Yuan-Fang Li

In recent years, the research community has raised serious questions about the reproducibility of scientific work. In particular, since many studies include some kind of computing work, reproducibility is also a technological challenge, not…

Software Engineering · Computer Science 2023-08-03 Lázaro Costa , Susana Barbosa , Jácome Cunha

Code review is widely known as one of the best practices for software quality assurance in software development. In a typical code review process, reviewers check the code committed by developers to ensure the quality of the code, during…

Software Engineering · Computer Science 2024-04-05 Beiqi Zhang , Liming Fu , Peng Liang , Jiaxin Yu , Chong Wang

Stack Overflow hosts valuable programming-related knowledge with 11,926,354 links that reference to the third-party websites. The links that reference to the resources hosted outside the Stack Overflow websites extend the Stack Overflow…

Software Engineering · Computer Science 2022-02-15 Jiakun Liu , Xin Xia , David Lo , Haoxiang Zhang , Ying Zou , Ahmed E. Hassan , Shanping Li

With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

Software Engineering · Computer Science 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

Oftentimes, there is a need to experiment with different programming languages and technologies when designing software applications. Such experiments must be reproducible and share-able within a team workplace, and manual effort should be…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-05 Ayaz Hafiz , Kevin Jin

An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

Software Engineering · Computer Science 2018-09-13 Balwinder Sodhi , Shipra Sharma

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

Peer code review locates common coding rule violations and simple logical errors in the early phases of software development, and thus reduces overall cost. However, in GitHub, identifying an appropriate code reviewer for a pull request is…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

A stack overflow occurs when a program or process tries to store more data in a buffer (or stack) than it was intended to hold. If the affected program is running with special privileges or accepts data from untrusted network hosts (e.g. a…

Cryptography and Security · Computer Science 2019-11-07 Md. Masudur Rahman , B M Mainul Hossain

Code search engines usually use readability feature to rank code snippets. There are several metrics to calculate this feature, but developers may have different perceptions about readability. Correlation between readability and…

Software Engineering · Computer Science 2025-10-14 Carlos Eduardo C. Dantas , Marcelo A. Maia

The reproducibility of software environments is a critical concern in modern software engineering, with ramifications ranging from the effectiveness of collaboration workflows to software supply chain security and scientific…

Software Engineering · Computer Science 2026-01-21 Julien Malka , Stefano Zacchiroli , Théo Zimmermann

Nowadays, developers often turn to Stack Overflow for solutions to daily problems, however, these code snippets are partial code that cannot be tested and verified properly. One way to test these code snippets is to transform them into APIs…

Software Engineering · Computer Science 2025-04-22 Yubo Mai , Zhipeng Gao , Xing Hu , Lingfeng Bao , Jingyuan Chen , Jianling Sun

Social media platforms are constantly shifting towards algorithmically curated content based on implicit or explicit user feedback. Regulators, as well as researchers, are calling for systematic social media algorithmic audits as this shift…

Information Retrieval · Computer Science 2025-04-28 Matej Mosnar , Adam Skurla , Branislav Pecher , Matus Tibensky , Jan Jakubcik , Adrian Bindas , Peter Sakalik , Ivan Srba

The Web is replete with tutorial-style content on how to accomplish programming tasks. Unfortunately, even top-ranked tutorials suffer from severe security vulnerabilities, such as cross-site scripting (XSS), and SQL injection (SQLi).…

Cryptography and Security · Computer Science 2017-04-11 Tommi Unruh , Bhargava Shastry , Malte Skoruppa , Federico Maggi , Konrad Rieck , Jean-Pierre Seifert , Fabian Yamaguchi

Software engineering is knowledge-intensive and requires software developers to continually search for knowledge, often on community question answering platforms such as Stack Overflow. Such information sharing platforms do not exist in…

Software Engineering · Computer Science 2020-03-17 Sebastian Baltes , Christoph Treude , Martin P. Robillard

Computational reproducibility of scientific results, that is, the execution of a computational experiment (e.g., a script) using its original settings (data, code, etc.), should always be possible. However, reproducibility has become a…

Human-Computer Interaction · Computer Science 2025-04-15 Lázaro Costa , Susana Barbosa , Jácome Cunha