English
Related papers

Related papers: A Survey of Deep Learning Based Software Refactori…

200 papers

Context: Technical Debt needs to be managed to avoid disastrous consequences, and investigating developers' habits concerning technical debt management is invaluable information in software development. Objective: This study aims to…

Software Engineering · Computer Science 2020-09-10 Zadia Codabux , Christopher Dutchyn

Refactoring is an indispensable practice of improving the quality and maintainability of source code in software evolution. Rename refactoring is the most frequently performed refactoring that suggests a new name for an identifier to…

Software Engineering · Computer Science 2023-05-30 Hao Liu , Yanlin Wang , Zhao Wei , Yong Xu , Juhong Wang , Hui Li , Rongrong Ji

In recent years, the rise of deep learning and automation requirements in the software industry has elevated Intelligent Software Engineering to new heights. The number of approaches and applications in code understanding is growing, with…

Software Engineering · Computer Science 2022-05-04 Ruoting Wu , Yuxin Zhang , Qibiao Peng , Liang Chen , Zibin Zheng

Although an ever-growing number of applications employ deep learning based systems for prediction, decision-making, or state estimation, almost no certification processes have been established that would allow such systems to be deployed in…

Machine Learning · Computer Science 2024-03-25 Romeo Valentin

Natural language processing has improved tremendously after the success of word embedding techniques such as word2vec. Recently, the same idea has been applied on source code with encouraging results. In this survey, we aim to collect and…

Machine Learning · Computer Science 2019-04-08 Zimin Chen , Martin Monperrus

Large language models (LLMs) have gained widespread popularity and have steadily improved over time, enabling software developers to use them for various code-related tasks. One common task is code refactoring, where the LLM suggests…

Software Engineering · Computer Science 2026-05-07 David Schön , Faiza Amjad , Tehreem Asif , Ranim Khojah , Mazen Mohamad , Francisco Gomes de Oliveira Neto , Philipp Leitner

Software remodularization through clustering is a common practice to improve internal software quality. However, the true benefit of software clustering is only realized if developers follow through with the recommended refactoring…

Software Engineering · Computer Science 2023-03-14 Alvin Jian Jia Tan , Chun Yong Chong , Aldeida Aleti

A less complex and more straightforward program is a crucial factor that enhances its maintainability and makes writing secure and bug-free programs easier. However, due to its heavy workload and the risks of breaking the working programs,…

Programming Languages · Computer Science 2024-04-08 Atsushi Shirafuji , Yusuke Oda , Jun Suzuki , Makoto Morishita , Yutaka Watanobe

Background: Research software plays an important role in solving real-life problems, empowering scientific innovations, and handling emergency situations. Therefore, the correctness and trustworthiness of research software are of absolute…

Software Engineering · Computer Science 2022-07-27 Nasir U. Eisty , Jeffrey C. Carver

User Interfaces (UIs) intensively rely on event-driven programming: widgets send UI events, which capture users' interactions, to dedicated objects called controllers. Controllers use several UI listeners that handle these events to produce…

Software Engineering · Computer Science 2018-05-29 Arnaud Blouin , Valéria Lelli , Benoit Baudry , Fabien Coulon

Large Language Models (LLMs) have recently attracted wide interest for tackling software engineering tasks. In contrast to code generation, refactoring demands precise, semantics-preserving edits that improve program structure, which also…

Software Engineering · Computer Science 2026-02-04 Yisen Xu , Jinqiu Yang , Tse-Hsun , Chen

Code reviews are popular in both industrial and open source projects. The benefits of code reviews are widely recognized and include better code quality and lower likelihood of introducing bugs. However, since code review is a manual…

Software Engineering · Computer Science 2021-05-20 Rosalia Tufano , Luca Pascarella , Michele Tufano , Denys Poshyvanyk , Gabriele Bavota

Refactoring is an established technique from the OO-community to restructure code: it aims at improving software readability, maintainability and extensibility. Although refactoring is not tied to the OO-paradigm in particular, its ideas…

Software Engineering · Computer Science 2007-05-23 Tom Schrijvers , Alexander Serebrenik

The sound identification of refactoring opportunities is still an open problem in software engineering. Recent studies have shown the effectiveness of machine learning models in recommending methods that should undergo different refactoring…

Software Engineering · Computer Science 2021-07-23 David van der Leij , Jasper Binda , Robbert van Dalen , Pieter Vallen , Yaping Luo , Maurício Aniche

During software development, poor design and implementation choices can detrimentally impact software maintainability. Design smells, recurring patterns of poorly designed fragments, signify these issues. Role-stereotypes denote the generic…

Software Engineering · Computer Science 2024-06-28 Daniel Ogenrwot , Joyce Nakatumba-Nabende , John Businge , Michel R. V. Chaudron

Cognitive-Driven Development (CDD) is a coding design technique that aims to reduce the cognitive effort that developers place in understanding a given code unit (e.g., a class). By following CDD design practices, it is expected that the…

Software Engineering · Computer Science 2022-06-23 Leonardo Barbosa , Victor Hugo Santiago , Alberto Luiz Oliveira Tavares de Souza , Gustavo Pinto

Code review is considered a key process in the software industry for minimizing bugs and improving code quality. Inspection of review process effectiveness and continuous improvement can boost development productivity. Such inspection is a…

Software Engineering · Computer Science 2023-07-11 Saifullah Mahbub , Md. Easin Arafat , Chowdhury Rafeed Rahman , Zannatul Ferdows , Masum Hasan

Code review is a fundamental process in software development that plays a pivotal role in ensuring code quality and reducing the likelihood of errors and bugs. However, code review can be complex, subjective, and time-consuming. Quality…

Software Engineering · Computer Science 2024-02-06 Oussama Ben Sghaier , Houari Sahraoui

Refactoring is an established technique from the object-oriented (OO) programming community to restructure code: it aims at improving software readability, maintainability and extensibility. Although refactoring is not tied to the…

Software Engineering · Computer Science 2007-05-23 Alexander Serebrenik , Tom Schrijvers , Bart Demoen

Recent advances in language model (LM) agents and function calling have enabled autonomous, feedback-driven systems to solve problems across various digital domains. To better understand the unique limitations of LM agents, we introduce…

Artificial Intelligence · Computer Science 2025-03-12 Dhruv Gautam , Spandan Garg , Jinu Jang , Neel Sundaresan , Roshanak Zilouchian Moghaddam