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

软件工程 · 计算机科学 2023-09-08 Oussama Ben Sghaier , Lucas Maes , Houari Sahraoui

State-of-the-art large language models (LLMs) have demonstrated impressive code generation capabilities but struggle with real-world software engineering tasks, such as revising source code to address code reviews, hindering their practical…

软件工程 · 计算机科学 2025-06-03 Hong Yi Lin , Chunhua Liu , Haoyu Gao , Patanamon Thongtanunam , Christoph Treude

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…

软件工程 · 计算机科学 2023-07-11 Saifullah Mahbub , Md. Easin Arafat , Chowdhury Rafeed Rahman , Zannatul Ferdows , Masum Hasan

Documenting the functionality of software units with code comments, e.g., Javadoc comments, is a common programmer best-practice in software engineering. This paper introduces a novel test generation technique that exploits the code-comment…

软件工程 · 计算机科学 2025-05-01 Giovanni Denaro , Luca Guglielmo

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…

软件工程 · 计算机科学 2024-02-06 Oussama Ben Sghaier , Houari Sahraoui

Code comment generation is a crucial task in the field of automatic software development. Most previous neural comment generation systems used an encoder-decoder neural network and encoded only information from source code as input.…

软件工程 · 计算机科学 2019-10-24 Bolin Wei

Automating the decision of whether a code change requires manual review is vital for maintaining software quality in modern development workflows. However, the emergence of new programming languages and frameworks creates a critical…

软件工程 · 计算机科学 2025-09-08 Yogev Cohen , Dudi Ohayon , Romy Somkin , Yehudit Aperstein , Alexander Apartsin

The automation of code review has been tackled by several researchers with the goal of reducing its cost. The adoption of deep learning in software engineering pushed the automation to new boundaries, with techniques imitating developers in…

软件工程 · 计算机科学 2024-01-11 Rosalia Tufano , Ozren Dabić , Antonio Mastropaolo , Matteo Ciniselli , Gabriele Bavota

Automated Program Repair tools are developed for generating feedback and suggesting a repair method for erroneous code. State of the art (SOTA) code repair methods rely on data-driven approaches and often fail to deliver solution for…

机器学习 · 计算机科学 2025-04-08 Tasnia Rahman , Sathish A. P. Kumar , Sumit Jha , Arvind Ramanathan

Developer turnover is inevitable on software projects and leads to knowledge loss, a reduction in productivity, and an increase in defects. Mitigation strategies to deal with turnover tend to disrupt and increase workloads for developers.…

软件工程 · 计算机科学 2023-12-29 Fahimeh Hajari , Samaneh Malmir , Ehsan Mirsaeedi , Peter C. Rigby

Software comments are critical for human understanding of software, and as such many comment generation techniques have been proposed. However, we find that a systematic evaluation of the factual accuracy of generated comments is rare; only…

软件工程 · 计算机科学 2024-06-24 Sungmin Kang , Louis Milliken , Shin Yoo

Code refinement aims to enhance existing code by addressing issues, refactoring, and optimizing to improve quality and meet specific requirements. As software projects scale in size and complexity, the traditional iterative exchange between…

软件工程 · 计算机科学 2025-02-13 Qi Guo , Xiaofei Xie , Shangqing Liu , Ming Hu , Xiaohong Li , Lei Bu

Manual code reviews are an essential but time-consuming part of software development, often leading reviewers to prioritize technical issues while skipping valuable assessments. This paper presents an algorithmic model that automates…

软件工程 · 计算机科学 2024-09-24 Yegor Denisov-Blanch , Igor Ciobanu , Simon Obstbaum , Michal Kosinski

Code review is a crucial but often complex, subjective, and time-consuming activity in software development. Over the past decades, significant efforts have been made to automate this process. Early approaches focused on knowledge-based…

软件工程 · 计算机科学 2025-02-11 Imen Jaoua , Oussama Ben Sghaier , Houari Sahraoui

Code review is a standard practice for ensuring the quality of software projects, and recent research has focused extensively on automated code review. While significant advancements have been made in generating code reviews, the automated…

软件工程 · 计算机科学 2025-01-10 Yanjie Jiang , Hui Liu , Tianyi Chen , Fu Fan , Chunhao Dong , Kui Liu , Lu Zhang

Pre-trained code models rely heavily on high-quality pre-training data, particularly human-written reference comments that bridge code and natural language. However, these comments often become outdated as software evolves, degrading model…

软件工程 · 计算机科学 2025-04-29 Kang Yang , Xinjun Mao , Shangwen Wang , Yanlin Wang , Tanghaoran Zhang , Bo Lin , Yihao Qin , Zhang Zhang , Yao Lu , Kamal Al-Sabahi

Large Language Models (LLMs), such as GPT-4, StarCoder, and CodeLlama, are transforming the way developers approach programming by automatically generating code based on given natural language descriptions. Despite advancements, generating…

软件工程 · 计算机科学 2024-09-20 Zhihong Sun , Yao Wan , Jia Li , Hongyu Zhang , Zhi Jin , Ge Li , Chen Lyu

In code review, generating structured and relevant comments is crucial for identifying code issues and facilitating accurate code changes that ensure an efficient code review process. Well-crafted comments not only streamline the code…

软件工程 · 计算机科学 2025-02-06 Oussama Ben Sghaier , Martin Weyssow , Houari Sahraoui

Previous studies have shown that high-quality code comments assist developers in program comprehension and maintenance tasks. However, the semi-structured nature of comments, unclear conventions for writing good comments, and the lack of…

软件工程 · 计算机科学 2021-07-27 Pooja Rani

Code review is an effective software quality assurance activity; however, it is labor-intensive and time-consuming. Thus, a number of generation-based automatic code review (ACR) approaches have been proposed recently, which leverage deep…

软件工程 · 计算机科学 2023-03-14 Xin Zhou , Kisub Kim , Bowen Xu , DongGyun Han , Junda He , David Lo