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Context: Stack Overflow (SO) has won the intention from software engineers (e.g., architects) to learn, practice, and utilize development knowledge, such as Architectural Knowledge (AK). But little is known about AK communicated in SO,…

Software Engineering · Computer Science 2023-01-06 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin , Arif Ali Khan

Technical Questions and Answers (Q&A) sites, such as Stack Overflow (SO), accumulate a significant variety of information related to software development in posts from users. To ensure the quality of this information, SO encourages its…

Software Engineering · Computer Science 2025-08-20 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin , Arif Ali Khan

Developers reuse programming-related knowledge on Q&A sites that functionally matches the programming problems they encounter in their development. Despite extensive research on Q&A sites, being a high-level and important type of…

Software Engineering · Computer Science 2025-05-20 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin

Stack Overflow (SO), a leading online community forum, is a rich source of software development knowledge. However, locating architectural knowledge, such as architectural solutions remains challenging due to the overwhelming volume of…

A software architect uses quality requirements to design the architecture of a system. However, it is essential to ensure that the system's final architectural design achieves the standard quality requirements. The existing architectural…

Software Engineering · Computer Science 2021-05-21 Ritu Kapur , Sumit Kalra , Kamlesh Tiwari , Geetika Arora

Recent advances in large language models (LLMs) have accelerated AI-assisted software development, yet practical deployment remains constrained by incomplete implementations, weak modularization, and inconsistent security practices. We…

Software Engineering · Computer Science 2026-03-13 Yen-Ku Liu , Yun-Cheng Tsai

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

Architecture evaluation methods have been extensively used to evaluate software designs. Several evaluation methods have been proposed to analyze tradeoffs between different quality attributes. Also, having competing qualities leads to…

Software Engineering · Computer Science 2026-04-01 Rafael Capilla , Jorge Andrés Díaz-Pace , Yamid Ramírez , Jennifer Pérez , Vanessa Rodríguez-Horcajo

Utilising quantum computing technology to enhance artificial intelligence systems is expected to improve training and inference times, increase robustness against noise and adversarial attacks, and reduce the number of parameters without…

Software Engineering · Computer Science 2024-12-18 Mykhailo Klymenko , Thong Hoang , Xiwei Xu , Zhenchang Xing , Muhammad Usman , Qinghua Lu , Liming Zhu

Quantum computing provides a new dimension in computation, utilizing the principles of quantum mechanics to potentially solve complex problems that are currently intractable for classical computers. However, little research has been…

Software Engineering · Computer Science 2024-09-19 Mst Shamima Aktar , Peng Liang , Muhammad Waseem , Amjed Tahir , Aakash Ahmad , Beiqi Zhang , Zengyang Li

Artificial Intelligence (AI) technologies have been developed rapidly, and AI-based systems have been widely used in various application domains with opportunities and challenges. However, little is known about the architecture decisions…

Software Engineering · Computer Science 2022-12-29 Beiqi Zhang , Tianyang Liu , Peng Liang , Chong Wang , Mojtaba Shahin , Jiaxin Yu

StackOverflow (SO) is a widely used question-and-answer (Q\&A) website for software developers and computer scientists. GitHub is an online development platform used for storing, tracking, and collaborating on software projects. Prior work…

Software Engineering · Computer Science 2024-08-30 Juntong Chen , Yan Zhao , Na Meng

Software architecture is critical in succeeding with DevOps. However, designing software architectures that enable and support DevOps (DevOps-driven software architectures) is a challenge for organizations. We assert that one of the…

Software Engineering · Computer Science 2021-11-16 Mojtaba Shahin , Ali Rezaei Nasab , Muhammad Ali Babar

Software engineers need relevant and up-to-date architectural knowledge (AK), in order to make well-founded design decisions. However, finding such AK is quite challenging. One pragmatic approach is to search for AK on the web using…

Software Engineering · Computer Science 2021-03-23 Mohamed Soliman , Marion Wiese , Yikun Li , Matthias Riebisch , Paris Avgeriou

Context: Big Data Cybersecurity Analytics is aimed at protecting networks, computers, and data from unauthorized access by analysing security event data using big data tools and technologies. Whilst a plethora of Big Data Cybersecurity…

Cryptography and Security · Computer Science 2018-02-12 Faheem Ullah , M. Ali Babar

Collecting API examples, usages, and mentions relevant to a specific API method over discussions on venues such as Stack Overflow is not a trivial problem. It requires efforts to correctly recognize whether the discussion refers to the API…

Software Engineering · Computer Science 2021-11-16 Kien Luong , Mohammad Hadi , Ferdian Thung , Fatemeh Fard , David Lo

StackOverflow has become an emerging resource for talent recognition in recent years. While users exploit technical language on StackOverflow, recruiters try to find the relevant candidates for jobs using their own terminology. This…

Information Retrieval · Computer Science 2019-07-17 Arash Dargahi Nobari , Mahmood Neshati , Sajad Sotudeh Gharebagh

Platforms such as Stack Overflow are available for software practitioners to solicit solutions to their challenges and knowledge needs. The practices therein have in recent times however triggered quality related concerns. This is a…

Software Engineering · Computer Science 2020-10-26 Sarah Meldrum , Sherlock A. Licorish , Bastin Tony Roy Savarimuthu

Background: The literature offers various methods for capturing software architectural knowledge (AK), including views, viewpoints, and architecture decision records (ADRs). In parallel, sustainability has gained prominence in software…

Software Engineering · Computer Science 2023-09-22 Haben Birhane Gebreweld

Developers continuously interact in crowd-sourced community-based question-answer (Q&A) sites. Reportedly, 30% of all software professionals visit the most popular Q&A site StackOverflow (SO) every day. Software engineering (SE) research…

Software Engineering · Computer Science 2024-08-16 Minaoar Tanzil , Shaiful Chowdhury , Somayeh Modaberi , Gias Uddin , Hadi Hemmati
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