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Machine Learning software documentation is different from most of the documentations that were studied in software engineering research. Often, the users of these documentations are not software experts. The increasing interest in using…

Software Engineering · Computer Science 2020-02-03 Yalda Hashemi , Maleknaz Nayebi , Giuliano Antoniol

Software documentation guides the proper use of tools or services. With the rapid growth of machine learning libraries, individuals from various fields are incorporating machine learning into their workflows through programming. However,…

Software Engineering · Computer Science 2025-05-06 Sharuka Promodya Thirimanne , Elim Yoseph Lemango , Giulio Antoniol , Maleknaz Nayebi

Code review is a widely-used practice in software development companies to identify defects. Hence, code review has been included in many software engineering curricula at universities worldwide. However, teaching code review is still a…

Software Engineering · Computer Science 2021-02-04 Chun Yong Chong , Patanamon Thongtanunam , Chakkrit Tantithamthavorn

This paper describes the results of a large (+1100 responses) survey of professional software developers concerning standards for naming source code methods. The various standards for source code method names are derived from and supported…

Software Engineering · Computer Science 2021-03-01 Reem S. AlSuhaibani , Christian D. Newman , Michael J. Decker , Michael L. Collard , Jonathan I. Maletic

Documentation is an important mechanism for disseminating software architecture knowledge. Software project teams can employ vastly different formats for documenting software architecture, from unstructured narratives to standardized…

Software Engineering · Computer Science 2023-05-30 Neil A. Ernst , Martin P. Robillard

Good software documentation encourages good software engineering, but the meaning of "good" documentation is vaguely defined in the software engineering literature. To clarify this ambiguity, we draw on work from the data and information…

Software Engineering · Computer Science 2020-09-09 Christoph Treude , Justin Middleton , Thushari Atapattu

Large Language Models (LLMs) have demonstrated impressive abilities in recent years with regards to code generation and understanding. However, little work has investigated how documentation and other code properties affect an LLM's ability…

Software Engineering · Computer Science 2024-04-05 William Macke , Michael Doyle

Almost no modern software system is written from scratch, and developers are required to effectively learn to use third-party libraries or software services. Thus, many practitioners and researchers have looked for ways to create effective…

Software Engineering · Computer Science 2024-03-04 Daye Nam , Andrew Macvean , Brad Myers , Bogdan Vasilescu

Application of models to data is fraught. Data-generating collaborators often only have a very basic understanding of the complications of collating, processing and curating data. Challenges include: poor data collection practices, missing…

Databases · Computer Science 2017-05-08 Neil D. Lawrence

The quality of software produced by students is often poor. How to teach students to develop good quality software has long been a topic in computer science education and research. We must conclude that we still do not have a good answer to…

Software Engineering · Computer Science 2023-09-06 Arno Broeders , Ruud Hermans , Sylvia Stuurman , Lex Bijlsma , Harrie Passier

Context: With the rising complexity and scale of software systems, there is an ever-increasing demand for sophisticated and cost-effective software testing. To meet such a demand, there is a need for a highly-skilled software testing…

Software Engineering · Computer Science 2020-03-10 Vahid Garousi , Austen Rainer , Per Lauvås , Andrea Arcuri

Software technologies are used by programmers with diverse backgrounds. To fulfill programmers' need for information, enthusiasts contribute numerous learning resources that vary in style and content, which act as documentation for the…

Software Engineering · Computer Science 2024-12-13 Deeksha M. Arya , Jin L. C. Guo , Martin P. Robillard

Context: Surveys constitute an valuable tool to capture a large-scale snapshot of the state of the practice. Apparently trivial to adopt, surveys hide, however, several pitfalls that might hinder rendering the result valid and, thus,…

Software Engineering · Computer Science 2017-02-27 Marco Torchiano , Daniel Méndez Fernández , Guilherme Horta Travassos , Rafael Maiani de Mello

Programming language documentation refers to the set of technical documents that provide application developers with a description of the high-level concepts of a language. Such documentation is essential to support application developers…

Software Engineering · Computer Science 2022-10-11 Filipe R. Cogo , Xin Xia , Ahmed E. Hassan

Software is infamous for its poor quality and frequent occurrence of bugs. While there is no doubt that thorough testing is an appropriate answer to ensure sufficient quality, the poor state of software generally suggests that developers…

Software Engineering · Computer Science 2023-09-06 Philipp Straubinger , Gordon Fraser

Data is central to the development and evaluation of machine learning (ML) models. However, the use of problematic or inappropriate datasets can result in harms when the resulting models are deployed. To encourage responsible AI practice…

Human-Computer Interaction · Computer Science 2022-08-25 Amy K. Heger , Liz B. Marquis , Mihaela Vorvoreanu , Hanna Wallach , Jennifer Wortman Vaughan

Context: Agile development methodologies in the software industry have increased significantly over the past decade. Although one of the main aspects of agile software development (ASD) is less documentation, there have always been…

Software Engineering · Computer Science 2023-04-18 Md Athikul Islam , Rizbanul Hasan , Nasir U. Eisty

This research delves into understanding the behaviors and characteristics of Chinese developers in relation to their use of technical documentation, which is crucial for creating high-quality developer documentation. We conducted interviews…

Human-Computer Interaction · Computer Science 2023-12-06 Zhijun Gao , Jiangying Wang , Meina Wang

Building software systems often requires knowledge and skills beyond what developers already possess. In such cases, developers have to leverage different sources of information to seek help. A growing number of researchers and…

Software Engineering · Computer Science 2021-12-22 Musengamana Jean de Dieu , Peng Liang , Mojtaba Shahin

Following the rise of large language models (LLMs), many studies have emerged in recent years focusing on exploring the adoption of LLM-based tools for software development by novice developers: computer science/software engineering…

Software Engineering · Computer Science 2025-08-04 Samuel Ferino , Rashina Hoda , John Grundy , Christoph Treude
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