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Nowadays, developers often reuse existing APIs to implement their programming tasks. A lot of API usage patterns are mined to help developers learn API usage rules. However, there are still many missing variables to be synthesized when…

Software Engineering · Computer Science 2021-03-23 Qi Shen , Shijun Wu , Yanzhen Zou , Bing Xie

AI coding assistants have become prolific in recent years. Through a longitudinal mixed-methods investigation, we examined how professional software engineers perceive the effects of AI coding assistants in regard to task focus, developer…

Software Engineering · Computer Science 2026-05-25 Annie Vella , Kelly Blincoe

In software development, the identification of source code file experts is an important task. Identifying these experts helps to improve software maintenance and evolution activities, such as developing new features, code reviews, and bug…

Software Engineering · Computer Science 2022-08-17 Otávio Cury , Guilherme Avelino , Pedro Santos Neto , Ricardo Britto , Marco Túlio Valente

Generative machine learning models have recently been applied to source code, for use cases including translating code between programming languages, creating documentation from code, and auto-completing methods. Yet, state-of-the-art…

In this paper, the term formula code refers to fragments of source code that implement a mathematical formula. We present empirical studies that analyze the diversity and frequency of formula code in open-source-software projects. In an…

Software Engineering · Computer Science 2020-11-30 Oliver Moseler , Felix Lemmer , Sebastian Baltes , Stephan Diehl

Open-ended programming increases students' motivation by allowing them to solve authentic problems and connect programming to their own interests. However, such open-ended projects are also challenging, as they often encourage students to…

Human-Computer Interaction · Computer Science 2021-04-27 Wengran Wang , Archit Kwatra , James Skripchuk , Neeloy Gomes , Alexandra Milliken , Chris Martens , Tiffany Barnes , Thomas Price

AI code generators like OpenAI Codex have the potential to assist novice programmers by generating code from natural language descriptions, however, over-reliance might negatively impact learning and retention. To explore the implications…

Human-Computer Interaction · Computer Science 2023-02-22 Majeed Kazemitabaar , Justin Chow , Carl Ka To Ma , Barbara J. Ericson , David Weintrop , Tovi Grossman

The summary presented in this paper highlights the results obtained in a four-years project aiming at analyzing the development process of software artifacts from two points of view: Effectiveness and Affectiveness. The first attribute is…

Software Engineering · Computer Science 2017-03-07 Giuseppe Destefanis , Marco Ortu , Steve Counsell , Michele Marchesi , Roberto Tonelli

Source code summarization involves creating brief descriptions of source code in natural language. These descriptions are a key component of software documentation such as JavaDocs. Automatic code summarization is a prized target of…

Software Engineering · Computer Science 2022-04-05 Sakib Haque , Zachary Eberhart , Aakash Bansal , Collin McMillan

Proponents of software verification have argued that simpler code is easier to verify: that is, that verification tools issue fewer false positives and require less human intervention when analyzing simpler code. We empirically validate…

Software Engineering · Computer Science 2023-11-01 Kobi Feldman , Martin Kellogg , Oscar Chaparro

Increasing number of cyber-attacks demotivate people to use Information and Communication Technology (ICT) for industrial as well as day to day work. A main reason for the increasing number of cyber-attacks is mistakes that programmers make…

Cryptography and Security · Computer Science 2018-10-12 Chamila Wijayarathna , Nalin Asanka Gamagedara Arachchilage

Software developers often look for solutions to their code-level problems using the Stack Overflow Q&A website. To receive help, developers frequently submit questions containing sample code segments and the description of the programming…

Software Engineering · Computer Science 2021-12-28 Saikat Mondal , Mohammad Masudur Rahman , Chanchal K. Roy , Kevin Schneider

Documenting code snippets is essential to pinpoint key areas where both developers and users should pay attention. Examples include usage examples and other Application Programming Interfaces (APIs), which are especially important for…

Large Language Models (LLMs) increasingly exhibit strong reasoning abilities, often attributed to their capacity to generate chain-of-thought-style intermediate reasoning. Recent work suggests that exposure to code can further enhance these…

Machine Learning · Computer Science 2026-01-30 Lukas Twist , Shu Yang , Hanqi Yan , Jingzhi Gong , Di Wang , Helen Yannakoudakis , Jie M. Zhang

Source Code Summarization is the task of writing short, natural language descriptions of source code. The main use for these descriptions is in software documentation e.g. the one-sentence Java method descriptions in JavaDocs. Code…

Computation and Language · Computer Science 2019-04-05 Alexander LeClair , Collin McMillan

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

REST is today's most widely used architectural style for providing web-based services. In the age of service-orientation (a.k.a. Software as a Service (SaaS)) APIs have become core business assets and can easily expose hundreds of…

Software Engineering · Computer Science 2026-01-26 Sven Peldszus , Jan Rutenkolk , Marcel Heide , Jan Sollmann , Benjamin Klatt , Frank Köhne , Thorsten Berger

Prior work on code comprehension uses different comprehension proxies-for example, Likert-scale ratings or answers to input-output questions about program snippets, usually collected from students, to approximate whether code is…

Software Engineering · Computer Science 2026-05-25 Erfan Arvan , Nadeeshan De Silva , Oscar Chaparro , Martin Kellogg

This paper investigates the factors influencing programmers' adoption of AI-generated JavaScript code recommendations within the context of lightweight, function-level programming tasks. It extends prior research by (1) utilizing objective…

Software Engineering · Computer Science 2026-02-18 Changwen Li , Christoph Treude , Ofir Turel

An eye-tracking study of 18 developers reading and summarizing Java methods is presented. The developers provide a written summary for methods assigned to them. In total, 63 methods are used from five different systems. Previous studies on…

Software Engineering · Computer Science 2019-03-11 Nahla J. Abid , Bonita Sharif , Natalia Dragan , Hend Alrasheed , Jonathan I. Maletic
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