English
Related papers

Related papers: A Snowballing Literature Study on Test Amplificati…

200 papers

Background: Software systems powered by large language models are becoming a routine part of everyday technologies, supporting applications across a wide range of domains. In software engineering, many studies have focused on how LLMs…

Software Engineering · Computer Science 2025-08-05 Cleyton Magalhaes , Italo Santos , Brody Stuart-Verner , Ronnie de Souza Santos

Regression testing is crucial in ensuring that pure code refactoring does not adversely affect existing software functionality, but it can be expensive, accounting for half the cost of software maintenance. Automated test case generation…

Software Engineering · Computer Science 2024-01-05 Alejandra Duque-Torres , Claus Klammer , Dietmar Pfahl , Stefan Fischer , Rudolf Ramler

[Context] Machine learning (ML)-enabled systems are present in our society, driving significant digital transformations. The dynamic nature of ML development, characterized by experimental cycles and rapid changes in data, poses challenges…

Software Engineering · Computer Science 2025-06-27 Lucas Romao , Hugo Villamizar , Romeu Oliveira , Silvio Alonso , Marcos Kalinowski

Agile development is conventional these days and with the passage of time software developers are rapidly moving from Waterfall to Agile development. Agile methods focus on delivering executable code quickly by increasing the responsiveness…

Software Engineering · Computer Science 2021-04-13 Attique Ur Rehman , Ali Nawaz , Muhammad Abbas

Introduction of the Scrum approach into software engineering has changed the way software is being developed. The Scrum approach emphasizes the active end-user involvement, embracing of change, and /iterative delivery of products. Our study…

Software Engineering · Computer Science 2021-03-02 Peter Kokol. Sašo Zagoranski , Marko Kokol

Context: Software testing plays an essential role in product quality improvement. For this reason, several software testing models have been developed to support organizations. However, adoption of testing process models inside…

Software Engineering · Computer Science 2019-01-08 Katarína Hrabovská , Bruno Rossi , Tomáš Pitner

A Large Language Model (LLM) represents a cutting-edge artificial intelligence model that generates coherent content, including grammatically precise sentences, human-like paragraphs, and syntactically accurate code snippets. LLMs can play…

Software Engineering · Computer Science 2023-12-11 Robson Santos , Italo Santos , Cleyton Magalhaes , Ronnie de Souza Santos

Software module clustering is an unsupervised learning method used to cluster software entities (e.g., classes, modules, or files) with similar features. The obtained clusters may be used to study, analyze, and understand the software…

Software Engineering · Computer Science 2020-12-03 Qusay I. Sarhan , Bestoun S. Ahmed , Miroslav Bures , Kamal Z. Zamli

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

This note concerns a search for publications in which the pragmatic concept of a test as conducted in the practice of software testing is formalized, a theory about software testing based on such a formalization is presented or it is…

Software Engineering · Computer Science 2010-08-17 C. A. Middelburg

Agile - denoting "the quality of being agile, readiness for motion, nimbleness, activity, dexterity in motion" - software development methods are attempting to offer an answer to the eager business community asking for lighter weight along…

Software Engineering · Computer Science 2017-09-26 Pekka Abrahamsson , Outi Salo , Jussi Ronkainen , Juhani Warsta

Software has eaten the world with many of the necessities and quality of life services people use requiring software. Therefore, tools that improve the software development experience can have a significant impact on the world such as…

Software Engineering · Computer Science 2023-10-18 Nathan Cooper

Machine Learning (ML) is currently being exploited in numerous applications being one of the most effective Artificial Intelligence (AI) technologies, used in diverse fields, such as vision, autonomous systems, and alike. The trend…

Machine Learning · Computer Science 2024-05-31 Cristiana Bolchini , Luca Cassano , Antonio Miele

This study conducts a thorough evaluation of text augmentation techniques across a variety of datasets and natural language processing (NLP) tasks to address the lack of reliable, generalized evidence for these methods. It examines the…

Computation and Language · Computer Science 2024-02-15 Himmet Toprak Kesgin , Mehmet Fatih Amasyali

Testing is a key concern when developing process-oriented solutions as it supports modeling experts who have to deal with increasingly complex models and scenarios such as cross-organizational processes. However, the complexity of the…

Software Engineering · Computer Science 2015-09-15 Kristof Böhmer , Stefanie Rinderle-Ma

Finding and fixing bugs are time-consuming activities in software development. Spectrum-based fault localization aims to identify the faulty position in source code based on the execution trace of test cases. Failing test cases and their…

Software Engineering · Computer Science 2018-07-06 Jifeng Xuan , Martin Monperrus

In industry, software testing is the primary method to verify and validate the functionality, performance, security, usability, and so on, of software-based systems. Test automation has gained increasing attention in industry over the last…

Software Engineering · Computer Science 2025-09-03 Ina K. Schieferdecker

Search-based test generators are effective at producing unit tests with high coverage. However, such automatically generated tests have no meaningful test and variable names, making them hard to understand and interpret by developers. On…

Software Engineering · Computer Science 2025-06-12 Matteo Biagiola , Gianluca Ghislotti , Paolo Tonella

The remarkable achievements of Artificial Intelligence (AI) algorithms, particularly in Machine Learning (ML) and Deep Learning (DL), have fueled their extensive deployment across multiple sectors, including Software Engineering (SE).…

Software Engineering · Computer Science 2025-02-06 Sicong Cao , Xiaobing Sun , Ratnadira Widyasari , David Lo , Xiaoxue Wu , Lili Bo , Jiale Zhang , Bin Li , Wei Liu , Di Wu , Yixin Chen

Nowadays, we are witnessing a wide adoption of Machine learning (ML) models in many safety-critical systems, thanks to recent breakthroughs in deep learning and reinforcement learning. Many people are now interacting with systems based on…

Software Engineering · Computer Science 2018-12-07 Houssem Ben Braiek , Foutse Khomh