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Context. Refactoring has been widely investigated in the past in relation to production code quality, yet still little is known on how developers apply refactoring on test code. Specifically, there is still a lack of investigation into how…

Software Engineering · Computer Science 2023-08-21 Luana Martins , Valeria Pontillo , Heitor Costa , Filomena Ferrucci , Fabio Palomba , Ivan Machado

In recent years, there has been a tremendous interest in using generative AI, and particularly large language models (LLMs) in software engineering; indeed there are now several commercially available tools, and many large companies also…

Software Engineering · Computer Science 2025-01-14 Stoyan Nikolov , Daniele Codecasa , Anna Sjovall , Maxim Tabachnyk , Satish Chandra , Siddharth Taneja , Celal Ziftci

Developers spend a large portion of their time and effort on comprehending source code. While many studies have investigated how developers approach these comprehension tasks and what factors influence their success, less is known about how…

Software Engineering · Computer Science 2019-08-01 Chak Shun Yu , Christoph Treude , Maurício Aniche

Code churn refers to the measure of the amount of code added, modified, or deleted in a project and is often used to assess codebase stability and maintainability. Program comprehension or how understandable the changes are, is equally…

Software Engineering · Computer Science 2024-10-10 Ani Hovhannisyan , Youmei Fan , Gema Rodriguez-Perez , Raula Gaikovina Kula

When a group of people strives to understand new information, struggle ensues as various ideas compete for attention. Steep learning curves are surmounted as teams learn together. To understand how these team dynamics play out in software…

Social and Information Networks · Computer Science 2019-07-11 Pamela Bilo Thomas , Rachel Krohn , Tim Weninger

AI-powered software tools are widely used to assist software engineers. However, there is still a need to understand the productivity benefits of such tools for software engineers. In addition to short-term benefits, there is a question of…

Software Engineering · Computer Science 2025-06-24 Giorgio Amasanti , Jasmin Jahic

Large language models (LLMs), pre-trained or fine-tuned on large code corpora, have shown effectiveness in generating code completions. However, in LLM-based code completion, LLMs may struggle to use correct and up-to-date Application…

Software Engineering · Computer Science 2025-02-14 Chong Wang , Kaifeng Huang , Jian Zhang , Yebo Feng , Lyuye Zhang , Yang Liu , Xin Peng

AI-based code review tools automatically review and comment on pull requests to improve code quality. Despite their growing presence, little is known about their actual impact. We present a large-scale empirical study of 16 popular AI-based…

Software Engineering · Computer Science 2026-04-28 Kexin Sun , Hongyu Kuang , Sebastian Baltes , Xin Zhou , He Zhang , Xiaoxing Ma , Guoping Rong , Dong Shao , Christoph Treude

Increasing number of cyber-attacks demotivate people to use Information and Communication Technology (ICT) for industrial as well as day to day work. A main reason for the increasing number of cyber-attacks is mistakes that programmers make…

Cryptography and Security · Computer Science 2018-10-12 Chamila Wijayarathna , Nalin Asanka Gamagedara Arachchilage

Crowdsourcing platforms, such as Stack Overflow, have changed and impacted the software development practice. In these platforms, developers share and reuse their software development and programming experience. Therefore, a plethora of…

Software Engineering · Computer Science 2025-12-09 Rabe Abdalkareem

Many internal software metrics and external quality attributes of Java programs correlate strongly with program size. This knowledge has been used pervasively in quantitative studies of software through practices such as normalization on…

Software Engineering · Computer Science 2015-12-23 Cristina V. Lopes , Joel Ossher

Software reliability analysis is performed at various stages during the process of engineering software as an attempt to evaluate if the software reliability requirements have been (or might be) met. In this report, I present a summary of…

Software Engineering · Computer Science 2013-04-17 Ganesh J. Pai

AI coding assistants are rapidly becoming integral to modern software development. A key challenge in this space is the continual need to migrate and modernize codebases in response to evolving software ecosystems. Traditionally, such…

Software Engineering · Computer Science 2025-10-14 Victor May , Diganta Misra , Yanqi Luo , Anjali Sridhar , Justine Gehring , Silvio Soares Ribeiro Junior

Code changes are performed differently in the mobile and non-mobile platforms. Prior work has investigated the differences in specific platforms. However, we still lack a deeper understanding of how code changes evolve across different…

Software Engineering · Computer Science 2019-10-28 Markos Viggiato , Johnatan Oliveira , Eduardo Figueiredo , Pooyan Jamshidi , Christian Kästner

Modern software systems heavily rely on external libraries developed by third-parties to ensure efficient development. However, frequent library upgrades can lead to compatibility issues between the libraries and their client systems. In…

Software Engineering · Computer Science 2023-05-16 Xiufeng Xu , Chenguang Zhu , Yi Li

Large language models (LLMs) have achieved state-of-the-art performance in various software engineering tasks, including error detection, clone detection, and code translation, primarily leveraging high-resource programming languages like…

Computation and Language · Computer Science 2025-06-11 Razan Baltaji , Saurabh Pujar , Louis Mandel , Martin Hirzel , Luca Buratti , Lav Varshney

Code translation is an essential task in software migration, multilingual development, and system refactoring. Recent advancements in large language models (LLMs) have demonstrated significant potential in this task. However, prior studies…

Software Engineering · Computer Science 2025-04-22 Chaofan Wang , Guanjie Qiu , Xiaodong Gu , Beijun Shen

In finance, leverage is the ratio between assets borrowed from others and one's own assets. A matching situation is present in software: by using free open-source software (FOSS) libraries a developer leverages on other people's code to…

Software Engineering · Computer Science 2021-03-08 Fabio Massacci , Ivan Pashchenko

Moving existing legacy systems to cloud platforms is a difficult and high cost process that may involve technical and non-technical resources and challenges. There is evidence that the lack of understanding and preparedness of cloud…

Software Engineering · Computer Science 2020-04-23 Mahdi Fahmideh , Farhad Daneshgar , Ghassan Beydoun , Fethi Rabhi

Modern LLM agents increasingly create their own tools at runtime -- from Python functions to API clients -- yet existing benchmarks evaluate them almost exclusively by downstream task completion. This is analogous to judging a software…

Software Engineering · Computer Science 2026-04-02 Alibek T. Kaliyev , Artem Maryanskyy