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One of the pillars of any machine learning model is its concepts. Using software engineering, we can engineer these concepts and then develop and expand them. In this article, we present a SELM framework for Software Engineering of machine…

Software Engineering · Computer Science 2021-03-23 Nafiseh Jafari , Mohammad Reza Besharati , Mohammad Izadi , Maryam Hourali

Context: Corporate training plays a strategic role in the continuous development of professionals in the software engineering industry. However, there is a lack of systematized understanding of how training initiatives are designed,…

Software Engineering · Computer Science 2025-06-17 Breno Alves de Andrade , Rodrigo Siqueira , Lidiane Gomes , Antonio Oliveira , Danilo Monteiro Ribeiro

Artificial Intelligence (AI) or Machine Learning (ML) systems have been widely adopted as value propositions by companies in all industries in order to create or extend the services and products they offer. However, developing AI/ML systems…

Software Engineering · Computer Science 2020-11-10 Elizamary Nascimento , Anh Nguyen-Duc , Ingrid Sundbø , Tayana Conte

Context: Machine Learning (ML) significantly impacts Software Engineering (SE), but studies mainly focus on practitioners, neglecting researchers. This overlooks practices and challenges in teaching, researching, or reviewing ML…

Software Engineering · Computer Science 2024-12-02 Anamaria Mojica-Hanke , David Nader Palacio , Denys Poshyvanyk , Mario Linares-Vásquez , Steffen Herbold

Context: Machine Learning (ML) has become widely adopted as a component in many modern software applications. Due to the large volumes of data available, organizations want to increasingly leverage their data to extract meaningful insights…

Software Engineering · Computer Science 2023-11-02 Hira Naveed , Chetan Arora , Hourieh Khalajzadeh , John Grundy , Omar Haggag

[Context] Systematic Literature Review (SLR) has been a major type of study published in Software Engineering (SE) venues for about two decades. However, there is a lack of understanding of whether an SLR is really needed in comparison to a…

Software Engineering · Computer Science 2023-07-13 Xiaofeng Wang , Henry Edison , Dron Khanna , Usman Rafiq

According to different reports, many recent software engineering graduates often face difficulties when beginning their professional careers, due to misalignment of the skills learnt in their university education with what is needed in…

Software Engineering · Computer Science 2018-12-06 Vahid Garousi , Görkem Giray , Eray Tüzün , Cagatay Catal , Michael Felderer

Managing models in a consistent manner is an important task in the field of Model-Driven Engineering (MDE). Although restoring and maintaining consistency is desired in general, recent work has pointed out that always strictly enforcing…

Software Engineering · Computer Science 2021-06-03 Nils Weidmann , Suganya Kannan , Anthony Anjorin

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

Context: Empirical Software Engineering (ESE) faces increasing challenges due to data scale, methodological complexity, and reproducibility concerns. Large Language Models (LLMs) have emerged as promising tools to support empirical…

Software Engineering · Computer Science 2026-04-30 Victoria Gomes , Delaney Selb , Fabio Palomba , Rodrigo Spinola , David Lo

Machine Learning (ML) has become a ubiquitous tool for predicting and classifying data and has found application in several problem domains, including Software Development (SD). This paper reviews the literature between 2000 and 2019 on the…

Background: Despite the potential benefits of software modelling, developers have shown a considerable reluctance towards its application. There is substantial existing research studying industrial use and technical challenges of modelling.…

Software Engineering · Computer Science 2023-01-05 Shalini Chakraborty , Grischa Liebel

The value of a systematic secondary study (a systematic mapping study (SMS) or a systematic literature review (SLR)) comes, directly, from its systematic nature. The formal, well-defined, objective and unbiased process guarantees that the…

Software Engineering · Computer Science 2019-04-04 José L. Barros-Justo , Luisa Rincón , Ángela Villota , Wesley K. G. Assunção

The continuous software engineering paradigm is gaining popularity in modern development practices, where the interleaving of design and runtime activities is induced by the continuous evolution of software systems. In this context,…

Software Engineering · Computer Science 2024-01-31 Romina Eramo , Michele Tucci , Daniele Di Pompeo , Vittorio Cortellessa , Antinisca Di Marco , Davide Taibi

Large Language Models (LLMs) are used for many different software engineering tasks. In software architecture, they have been applied to tasks such as classification of design decisions, detection of design patterns, and generation of…

Software Engineering · Computer Science 2025-05-23 Larissa Schmid , Tobias Hey , Martin Armbruster , Sophie Corallo , Dominik Fuchß , Jan Keim , Haoyu Liu , Anne Koziolek

Software systems are a significant contributor to global sustainability concerns, demanding that environmental, social, technical, and economic factors be systematically addressed from the initial requirements engineering phase. Although…

Software Engineering · Computer Science 2025-10-13 Mandira Roy , Novarun Deb , Nabendu Chaki , Agostino Cortesi

Nowadays, collaborative modeling performed by multiple stakeholders is gaining a growing interest in both academia and practice. However, it poses a set of research challenges, such as large and complex models management, support for…

Software Engineering · Computer Science 2016-11-09 Mirco Franzago , Davide Di Ruscio , Ivano Malavolta , Henry Muccini

Context: Grey Literature (GL) recently has grown in Software Engineering (SE) research since the increased use of online communication channels by software engineers. However, there is still a limited understanding of how SE research is…

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

Applications of Large Language Models (LLMs) are rapidly growing in industry and academia for various software engineering (SE) tasks. As these models become more integral to critical processes, ensuring their reliability and…

Software Engineering · Computer Science 2025-10-07 Dipin Khati , Yijin Liu , David N. Palacio , Yixuan Zhang , Denys Poshyvanyk