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Just-in-time defect prediction (JIT-DP) aims to predict the likelihood of code changes resulting in software defects at an early stage. Although code change metrics and semantic features have enhanced prediction accuracy, prior research has…

Software Engineering · Computer Science 2025-07-29 Feifei Niu , Junqian Shao , Christoph Mayr-Dorn , Liguo Huang , Wesley K. G. Assunção , Chuanyi Li , Jidong Ge , Alexander Egyed

Developers use different means to document the security concerns of their code. Because of all of these opportunities, they may forget where the information is stored, or others may not be aware of it, and leave it unmaintained for so long…

Software Engineering · Computer Science 2025-01-15 Moritz Mock , Thomas Forrer , Barbara Russo

Software undergoes constant changes to support new requirements, address bugs, enhance performance, and ensure maintainability. Thus, developers spend a great portion of their workday trying to understand and review the code changes of…

Software Engineering · Computer Science 2024-08-26 Pouria Alikhanifard , Nikolaos Tsantalis

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

Context: Developers design test suites to automatically verify that software meets its expected behaviors. Many dynamic analysis techniques are performed on the exploitation of execution traces from test cases. However, in practice, there…

Software Engineering · Computer Science 2015-06-08 Jifeng Xuan , Benoit Cornu , Matias Martinez , Benoit Baudry , Lionel Seinturier , Martin Monperrus

To refactor already working code while keeping reliability, compatibility and perhaps security, we can borrow ideas from micropass/nanopass compilers. By treating the procedure of software refactoring as composing code transformations, and…

Software Engineering · Computer Science 2023-08-15 Yu Liu

The AAA pattern, i.e. arrange, act, and assert, provides a unified structure for unit test cases, which benefits comprehension and maintenance. However, there is little understanding regarding whether and how common real-life developers…

Software Engineering · Computer Science 2025-02-04 Chenhao Wei , Lu Xiao , Tingting Yu , Sunny Wong , Abigail Clune

Technical Debt is a common issue that arises when short-term gains are prioritized over long-term costs, leading to a degradation in the quality of the code. Self-Admitted Technical Debt (SATD) is a specific type of Technical Debt that…

Software Engineering · Computer Science 2024-04-03 Shima Esfandiari , Ashkan Sami

Code analyzers such as Error Prone and FindBugs detect code patterns symptomatic of bugs, performance issues, or bad style. These tools express patterns as quick fixes that detect and rewrite unwanted code. However, it is difficult to come…

Software Engineering · Computer Science 2018-09-11 Reudismam Rolim , Gustavo Soares , Rohit Gheyi , Titus Barik , Loris D'Antoni

Complex software can be hard to read, adapt, and maintain. Refactoring it can create cleaner and self-explanatory code. Refactoring tools try to guide developers towards better code, with more quality. However, most of them take too long to…

Software Engineering · Computer Science 2023-07-21 Sara Fernandes , Ademar Aguiar , André Restivo

Developers often extract methods to improve readability, understanding, and reuse, while inlining keeps logic in one block. Prior work based on static metrics has not shown clear differences between these practices, and the human side of…

This Innovative Practice full paper explores how Large Language Models (LLMs) can enhance the teaching of code refactoring in software engineering courses through real-time, context-aware feedback. Refactoring improves code quality but is…

Software Engineering · Computer Science 2025-08-14 Anshul Khairnar , Aarya Rajoju , Edward F. Gehringer

Recent advances in large language models (LLMs), make it potentially feasible to automatically refactor source code with LLMs. However, it remains unclear how well LLMs perform compared to human experts in conducting refactorings…

Software Engineering · Computer Science 2024-11-08 Bo Liu , Yanjie Jiang , Yuxia Zhang , Nan Niu , Guangjie Li , Hui Liu

Tracking statements in the commit history of a project is in many cases useful for supporting various software maintenance, comprehension, and evolution tasks. A high level of accuracy can facilitate the adoption of code tracking tools by…

Software Engineering · Computer Science 2024-09-25 Mohammed Tayeeb Hasan , Nikolaos Tsantalis , Pouria Alikhanifard

The increasing complexity of modern software systems has made understanding their behavior increasingly challenging, driving the need for explainability to improve transparency and user trust. Traditional documentation is often outdated or…

Software Engineering · Computer Science 2026-01-12 Daniel Pöttgen , Mersedeh Sadeghi , Max Unterbusch , Andreas Vogelsang

Python is a widely adopted programming language, valued for its simplicity and flexibility. However, its dynamic type system poses significant challenges for automated refactoring - an essential practice in software evolution aimed at…

Software Engineering · Computer Science 2025-11-20 Jonhnanthan Oliveira , Rohit Gheyi , Márcio Ribeiro , Alessandro Garcia

Many software systems originate as prototypes or minimum viable products (MVPs), developed with an emphasis on delivery speed and responsiveness to changing requirements rather than long-term code maintainability. While effective for rapid…

Software Engineering · Computer Science 2026-04-06 Ema Smolic , Mario Brcic , Luka Hobor , Mihael Kovac

Refactoring tools in popular Integrated Development Environments (IDEs) can introduce unintended behavioral changes or compilation errors, a persistent challenge that undermines developer trust in automated transformations. Traditional…

Software Engineering · Computer Science 2026-05-05 Rohit Gheyi , Rian Melo , Jonhnanthan Oliveira , Marcio Ribeiro , Baldoino Fonseca

Background: Pull-based development has shaped the practice of Modern Code Review (MCR), in which reviewers can contribute code improvements, such as refactorings, through comments and commits in Pull Requests (PRs). Past MCR studies…

Software Engineering · Computer Science 2021-08-26 Flávia Coelho , Nikolaos Tsantalis , Tiago Massoni , Everton L. G. Alves

Programming languages and platforms improve over time, sometimes resulting in new language features that offer many benefits. However, despite these benefits, developers may not always be willing to adopt them in their projects for various…

Programming Languages · Computer Science 2018-03-29 Raffi Khatchadourian , Hidehiko Masuhara
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