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Measuring and analyzing the performance of software has reached a high complexity, caused by more advanced processor designs and the intricate interaction between user programs, the operating system, and the processor's microarchitecture.…

Performance · Computer Science 2018-11-21 Martin Becker , Samarjit Chakraborty

In software-engineering research, many empirical studies are conducted with open-source or industry developers. However, in contrast to other research communities like economics or psychology, only few experiments use financial incentives…

Software Engineering · Computer Science 2024-09-17 Dmitri Bershadskyy , Jacob Krüger , Gül Çalıklı , Siegmar Otto , Sarah Zabel , Jannik Greif , Robert Heyer

A concern can be characterized as a developer's intent behind a piece of code, often not explicitly captured in it. We discuss a technique of recording concerns using source code annotations (concern annotations). Using two studies and two…

Software Engineering · Computer Science 2018-08-13 Matúš Sulír , Milan Nosáľ , Jaroslav Porubän

Context. AI-based development tools, such as GitHub Copilot, are transforming the software development process by offering real-time code suggestions. These tools promise to improve the productivity by reducing cognitive load and speeding…

Software Engineering · Computer Science 2025-04-10 Emanuela Guglielmi , Venera Arnoudova , Gabriele Bavota , Rocco Oliveto , Simone Scalabrino

Code smells are symptoms of poor design quality. Since code review is a process that also aims at improving code quality, we investigate whether and how code review influences the severity of code smells. In this study, we analyze more than…

Software Engineering · Computer Science 2019-12-24 Luca Pascarella , Davide Spadini , Fabio Palomba , Alberto Bacchelli

Open-source developers, particularly the elite developers, maintain a diverse portfolio of contributing activities. They do not only commit source code but also spend a significant amount of effort on other communicative, organizational,…

Software Engineering · Computer Science 2019-11-15 Zhendong Wang , Yang Feng , Yi Wang , James A. Jones , David Redmiles

Performance optimization is a critical yet challenging aspect of software development, often requiring a deep understanding of system behavior, algorithmic tradeoffs, and careful code modifications. Although recent advances in AI coding…

Software Engineering · Computer Science 2025-12-29 Huiyun Peng , Antonio Zhong , Ricardo Andrés Calvo Méndez , Kelechi G. Kalu , James C. Davis

The software engineering community recently has witnessed widespread deployment of AI programming assistants, such as GitHub Copilot. However, in practice, developers do not accept AI programming assistants' initial suggestions at a high…

Software Engineering · Computer Science 2023-09-19 Jenny T. Liang , Chenyang Yang , Brad A. Myers

Probabilistic programming is a growing area that strives to make statistical analysis more accessible, by separating probabilistic modelling from probabilistic inference. In practice this decoupling is difficult. No single inference…

Programming Languages · Computer Science 2022-04-15 Maria I. Gorinova

The automatic generation of source code is one of the long-lasting dreams in software engineering research. Several techniques have been proposed to speed up the writing of new code. For example, code completion techniques can recommend to…

Software Engineering · Computer Science 2023-02-09 Matteo Ciniselli , Luca Pascarella , Emad Aghajani , Simone Scalabrino , Rocco Oliveto , Gabriele Bavota

Reports of poor work well-being and fluctuating productivity in software engineering have been reported in both academic and popular sources. Understanding and predicting these issues through repository analysis might help manage software…

Software Engineering · Computer Science 2024-06-24 Miikka Kuutila , Mika Mäntylä , Maëlick , Claes , Marko Elovainio , Bram Adams

Developing test code may be a time-consuming task that usually requires much effort and cost, especially when it is done manually. Besides, during this process, developers and testers are likely to adopt bad design choices, which may lead…

Software Engineering · Computer Science 2020-03-13 Nildo Silva Junior , Larissa Rocha , Luana Almeida Martins , Ivan Machado

Context: COVID-19 pandemic has impacted different business sectors around the world. Objective. This study investigates the impact of COVID-19 on software projects and software development professionals. Method: We conducted a mining…

Context: Various approaches aim to support program comprehension by automatically detecting algorithms in source code. However, no empirical evaluations of their helpfulness have been performed. Objective: To empirically evaluate how…

Software Engineering · Computer Science 2025-04-29 Denis Neumüller , Alexander Raschke , Matthias Tichy

For decades now, it has been claimed that a way to improve software developers' productivity is to focus on people. Indeed, while human factors have been recognized in Software Engineering research, few empirical investigations have…

Software Engineering · Computer Science 2013-06-10 Daniel Graziotin , Xiaofeng Wang , Pekka Abrahamsson

Including code in the pre-training data mixture, even for models not specifically designed for code, has become a common practice in LLMs pre-training. While there has been anecdotal consensus among practitioners that code data plays a…

Computation and Language · Computer Science 2024-08-21 Viraat Aryabumi , Yixuan Su , Raymond Ma , Adrien Morisot , Ivan Zhang , Acyr Locatelli , Marzieh Fadaee , Ahmet Üstün , Sara Hooker

Context. Considering the importance of software testing to the development of high quality and reliable software systems, this paper aims to investigate how can work-related factors influence the motivation of software testers. Method. We…

Determining whether a configurable software system has a performance bug or it was misconfigured is often challenging. While there are numerous debugging techniques that can support developers in this task, there is limited empirical…

Software Engineering · Computer Science 2022-03-22 Miguel Velez , Pooyan Jamshidi , Norbert Siegmund , Sven Apel , Christian Kästner

Despite the increase in popularity of language models for code generation, it is still unknown how training on bimodal coding forums affects a model's code generation performance and reliability. We, therefore, collect a dataset of over…

Machine Learning · Computer Science 2022-11-16 Gabriel Orlanski , Seonhye Yang , Michael Healy

Cognitive biases appear during code review. They significantly impact the creation of feedback and how it is interpreted by developers. These biases can lead to illogical reasoning and decision-making, violating one of the main hypotheses…

Software Engineering · Computer Science 2024-07-02 Tobias Jetzen , Xavier Devroey , Nicolas Matton , Benoît Vanderose