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Related papers: Investigating the Impact of Code Comment Inconsist…

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Natural language comments convey key aspects of source code such as implementation, usage, and pre- and post-conditions. Failure to update comments accordingly when the corresponding code is modified introduces inconsistencies, which is…

Software Engineering · Computer Science 2020-12-29 Sheena Panthaplackel , Junyi Jessy Li , Milos Gligoric , Raymond J. Mooney

As collaborative coding environments make it easier to contribute to software projects, the number of developers involved in these projects keeps increasing. This increase makes it more difficult for code reviewers to deal with buggy…

Software Engineering · Computer Science 2020-04-08 Filipe Falcão , Caio Barbosa , Baldoino Fonseca , Alessandro Garcia , Márcio Ribeiro , Rohit Ghey

In software development and maintenance, code comments can help developers understand source code, and improve communication among developers. However, developers sometimes neglect to update the corresponding comment when changing the code,…

Software Engineering · Computer Science 2024-03-04 Yuan Huang , Yinan Chen , Xiangping Chen , Xiaocong Zhou

Ensuring semantic consistency between source code and its accompanying comments is crucial for program comprehension, effective debugging, and long-term maintainability. Comment inconsistency arises when developers modify code but neglect…

Software Engineering · Computer Science 2025-12-25 Phong Nguyen , Anh M. T. Bui , Phuong T. Nguyen

Context: Code coverage is widely used as a software quality assurance measure. However, its effect, and specifically the advisable dose, are disputed in both the research and engineering communities. Prior work reports only correlational…

Software Engineering · Computer Science 2026-02-04 Lukas Schulte , Gordon Fraser , Steffen Herbold

[This paper has been withdrawn by the author due to updated research available on arXiv (arXiv:1811.01918)] As the modern open-source paradigm makes it easier to contribute to software projects, the number of developers involved in these…

Software Engineering · Computer Science 2020-04-14 Filipe Falcão , Caio Barbosa , Baldoino Fonseca , Alessandro Garcia , Márcio Ribeiro

During code reviews, an essential step in software quality assurance, reviewers have the difficult task of understanding and evaluating code changes to validate their quality and prevent introducing faults to the codebase. This is a tedious…

Software Engineering · Computer Science 2024-05-14 Doriane Olewicki , Sarra Habchi , Bram Adams

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

Motivation: Code understandability is crucial in software development, as developers spend 58% to 70% of their time reading source code. Improving it can improve productivity and reduce maintenance costs. Problem: Experimental studies often…

Software Engineering · Computer Science 2024-11-13 Delano Oliveira , Reydne Santos , Benedito de Oliveira , Martin Monperrus , Fernando Castor , Fernanda Madeiral

Large Language Models (LLMs) are increasingly relevant in Software Engineering research and practice, with Automated Bug Fixing (ABF) being one of their key applications. ABF involves transforming a buggy method into its fixed equivalent. A…

Software Engineering · Computer Science 2026-02-02 Antonio Vitale , Emanuela Guglielmi , Simone Scalabrino , Rocco Oliveto

The advent of large language models (LLMs) has ushered in a new era in automated code translation across programming languages. Since most code-specific LLMs are pretrained on well-commented code from large repositories like GitHub, it is…

Software Engineering · Computer Science 2026-01-26 Monika Gupta , Ajay Meena , Anamitra Roy Choudhury , Vijay Arya , Srikanta Bedathur

One single code change can significantly influence a wide range of software systems and their users. For example, 1) adding a new feature can spread defects in several modules, while 2) changing an API method can improve the performance of…

Software Engineering · Computer Science 2016-06-13 Daoyuan Li , Li Li , Dongsun Kim , Tegawendé F. Bissyandé , David Lo , Yves Le Traon

It is natural to suppose that a Large Language Model is more likely to generate correct test cases when prompted with correct code under test, compared to incorrect code under test. However, the size of this effect has never been previously…

Software Engineering · Computer Science 2025-03-31 Dong Huang , Jie M. Zhang , Mark Harman , Mingzhe Du , Heming Cui

Tangled code changes, commits that conflate unrelated modifications such as bug fixes, refactorings, and enhancements, introduce significant noise into bug datasets and adversely affect the performance of bug prediction models. Addressing…

Software Engineering · Computer Science 2025-10-28 Md Nahidul Islam Opu , Shaowei Wang , Shaiful Chowdhury

Comments, or natural language descriptions of source code, are standard practice among software developers. By communicating important aspects of the code such as functionality and usage, comments help with software project maintenance.…

Computation and Language · Computer Science 2022-08-01 Theo Steiner , Rui Zhang

A central function of code review is to increase understanding; helping reviewers understand a code change aids in knowledge transfer and finding bugs. Comments in code largely serve a similar purpose, helping future readers understand the…

Software Engineering · Computer Science 2022-04-04 Nikitha Rao , Jason Tsay , Martin Hirzel , Vincent J. Hellendoorn

Assessing code comment quality is known to be a difficult problem. A number of coding style guidelines have been created with the aim to encourage writing of informative, readable, and consistent comments. However, it is not clear from the…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Suada Abukar , Nataliia Stulova , Alexandre Bergel , Oscar Nierstrasz

The use of Large Language Models (LLMs) in software engineering tasks is growing, especially in the areas of bug fixing and code generation. Nevertheless, these models often yield unstable results; when executed at different times with the…

Software Engineering · Computer Science 2025-09-09 Mehmet Bilal Er , Nagehan İlhan , Umut Kuran

Context: Many studies consider the relation between individual aspects of the software engineering process and bug-introduction, e.g., software testing and code review. These studies typically only identify correlations between their set of…

Software Engineering · Computer Science 2026-02-05 Lukas Schulte , Anamaria Mojica-Hanke , Mario Linares-Vásquez , Steffen Herbold

Timely formative feedback is considered as one of the most important drivers for effective learning. Delivering timely and individualized feedback is particularly challenging in large classes in higher education. Recently Large Language…

Computers and Society · Computer Science 2023-12-15 Imen Azaiz , Oliver Deckarm , Sven Strickroth
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