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We investigated how programmers express high-level concepts such as path names and coordinates using primitive data types. While relying too much on primitive data types is sometimes criticized as a bad smell, it is still a common practice…

Software Engineering · Computer Science 2022-03-21 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

We are trying to find source code comments that help programmers understand a nontrivial part of source code. One of such examples would be explaining to assign a zero as a way to "clear" a buffer. Such comments are invaluable to…

Software Engineering · Computer Science 2022-03-18 Yusuke Shinyama , Yoshitaka Arahori , Katsuhiko Gondow

Most software maintenance and evolution tasks require developers to understand the source code of their software systems. Software developers usually inspect class comments to gain knowledge about program behavior, regardless of the…

Software Engineering · Computer Science 2023-04-26 Pooja Rani , Sebastiano Panichella , Manuel Leuenberger , Andrea Di Sorbo , Oscar Nierstrasz

Comments are an integral part of software development; they are natural language descriptions associated with source code elements. Understanding explicit associations can be useful in improving code comprehensibility and maintaining the…

Computation and Language · Computer Science 2019-12-17 Sheena Panthaplackel , Milos Gligoric , Raymond J. Mooney , Junyi Jessy Li

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

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

Performance is a critical quality attribute in software development, yet the impact of method-level code changes on performance evolution remains poorly understood. While developers often make intuitive assumptions about which types of…

Software Engineering · Computer Science 2025-08-12 Kaveh Shahedi , Nana Gyambrah , Heng Li , Maxime Lamothe , Foutse Khomh

Code comments are vital to source code as they help developers with program comprehension tasks. Written in natural language (usually English), code comments convey a variety of different information, which are grouped into specific…

Software Engineering · Computer Science 2023-03-06 Amila Indika , Peter Y. Washington , Anthony Peruma

Change-based code review is used widely in industrial software development. Thus, research on tools that help the reviewer to achieve better review performance can have a high impact. We analyze one possibility to provide cognitive support…

Software Engineering · Computer Science 2018-12-27 Tobias Baum , Steffen Herbold , Kurt Schneider

Predictive models for software projects' characteristics have been traditionally based on project-level metrics, employing only little developer-level information, or none at all. In this work we suggest novel metrics that capture temporal…

Software Engineering · Computer Science 2016-12-01 Stanislav Levin , Amiram Yehudai

Large Language Models (LLMs) show promise in generating code comments for novice programmers, but their educational effectiveness remains under-evaluated. This study assesses the instructional quality of code comments produced by GPT-4,…

Software Engineering · Computer Science 2024-09-24 Aysa Xuemo Fan , Arun Balajiee Lekshmi Narayanan , Mohammad Hassany , Jiaze Ke

This paper explores a novel method for enhancing binary classification models that assess code comment quality, leveraging Generative Artificial Intelligence to elevate model performance. By integrating 1,437 newly generated code-comment…

Software Engineering · Computer Science 2024-10-30 Seetharam Killivalavan , Durairaj Thenmozhi

Maintaining large code bases written in dynamically typed languages, such as JavaScript or Python, can be challenging due to the absence of type annotations: simple data compatibility errors proliferate, IDE support is limited, and APIs are…

Software Engineering · Computer Science 2020-03-09 Michael Pradel , Georgios Gousios , Jason Liu , Satish Chandra

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 cost of software maintenance often surpasses the initial development expenses, making it a significant concern for the software industry. A key strategy for alleviating future maintenance burdens is the early prediction and…

Software Engineering · Computer Science 2024-12-31 Shaiful Chowdhury

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…

Software Engineering · Computer Science 2021-07-27 Pooja Rani

Many software metrics are designed to measure aspects that are believed to be related to software quality. Static software metrics, e.g., size, complexity and coupling are used in defect prediction research as well as software quality…

Software Engineering · Computer Science 2022-05-31 Alexander Trautsch , Johannes Erbel , Steffen Herbold , Jens Grabowski

AI-assisted code review is widely used to detect vulnerabilities before production release. Prior work shows that adversarial prompt manipulation can degrade large language model (LLM) performance in code generation. We test whether similar…

Cryptography and Security · Computer Science 2026-02-20 Scott Thornton

Although peer code review is widely adopted in both commercial and open source development, existing studies suggest that such code reviews often contain a significant amount of non-useful review comments. Unfortunately, to date, no tools…

Software Engineering · Computer Science 2018-07-13 Mohammad Masudur Rahman , Chanchal K. Roy , Raula G. Kula

Logging -- used for system events and security breaches to describe more informational yet essential aspects of software features -- is pervasive. Given the high transactionality of today's software, logging effectiveness can be reduced by…

Software Engineering · Computer Science 2022-07-20 Yiming Tang , Allan Spektor , Raffi Khatchadourian , Mehdi Bagherzadeh
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