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Large Language Models for Code (code LLMs) have demonstrated remarkable performance across various software engineering (SE) tasks, increasing the application of code LLMs in software development. Despite the success of code LLMs, there…

Software Engineering · Computer Science 2024-07-08 Thu-Trang Nguyen , Thanh Trong Vu , Hieu Dinh Vo , Son Nguyen

Unit testing is a vital part of the software development process and involves developers writing code to verify or assert production code. Furthermore, to help comprehend the test case and troubleshoot issues, developers have the option to…

Software Engineering · Computer Science 2023-03-02 Taryn Takebayashi , Anthony Peruma , Mohamed Wiem Mkaouer , Christian D. Newman

Background: Transitioning from an old medical coding system to a new one can be challenging, especially when the two coding systems are significantly different. The US experienced such a transition in 2015. Objective: This research aims to…

Information Theory · Computer Science 2020-12-24 Jerome Niyirora

A crucial activity in software maintenance and evolution is the comprehension of the changes performed by developers, when they submit a pull request and/or perform a commit on the repository. Typically, code changes are represented in the…

Software Engineering · Computer Science 2025-02-26 Lei Chen , Michele Lanza , Shinpei Hayashi

Modern programming languages, such as Python, support language features from several paradigms, such as object-oriented, procedural, and functional. Research has shown that code written in some paradigms can be harder to comprehend, but to…

Software Engineering · Computer Science 2025-11-12 Samuel W. Flint , Jigyasa Chauhan , Niloofar Mansoor , Bonita Sharif , Robert Dyer

It has been argued that computational thinking should precede computer programming in the course of a career in computing. This argument is the basis for the slogan "logic first, syntax later" and the development of many cryptic syntax…

Computers and Society · Computer Science 2018-11-13 Patrick Vanvorce , Hasan M. Jamil

Concept-based interpretability methods aim to explain deep neural network model predictions using a predefined set of semantic concepts. These methods evaluate a trained model on a new, "probe" dataset and correlate model predictions with…

Computer Vision and Pattern Recognition · Computer Science 2023-05-15 Vikram V. Ramaswamy , Sunnie S. Y. Kim , Ruth Fong , Olga Russakovsky

Students are able to produce correctly functioning program code even though they have a fragile understanding of how it actually works. Questions derived automatically from individual exercise submissions (QLC) can probe if and how well the…

Computers and Society · Computer Science 2023-06-29 Teemu Lehtinen , Otto Seppälä , Ari Korhonen

Software engineering (SE) requires developers to collaborate with stakeholders, and understanding their emotions and perspectives is often vital. Empathy is a concept characterising a person's ability to understand and share the feelings of…

Software Engineering · Computer Science 2024-01-18 Hashini Gunatilake , John Grundy , Rashina Hoda , Ingo Mueller

With machine learning models being increasingly used to aid decision making even in high-stakes domains, there has been a growing interest in developing interpretable models. Although many supposedly interpretable models have been proposed,…

Artificial Intelligence · Computer Science 2021-08-17 Forough Poursabzi-Sangdeh , Daniel G. Goldstein , Jake M. Hofman , Jennifer Wortman Vaughan , Hanna Wallach

AI coding assistants are now central to professional software development, yet their impact on how developers think about and practice security remains poorly understood. While prior work has documented vulnerability rates in AI-generated…

Binary code similarity analysis (BCSA) is widely used for diverse security applications, including plagiarism detection, software license violation detection, and vulnerability discovery. Despite the surging research interest in BCSA, it is…

Software Engineering · Computer Science 2022-07-08 Dongkwan Kim , Eunsoo Kim , Sang Kil Cha , Sooel Son , Yongdae Kim

Many toolkit developers seek to streamline the visualization programming process through structured support such as prescribed templates and example galleries. However, few projects examine how users organize their own visualization…

Human-Computer Interaction · Computer Science 2025-07-08 Melissa Lin , Heer Patel , Medina Lamkin , Hannah Bako , Leilani Battle

The advancement of software sustainability encounters notable challenges, underscoring the necessity for understanding these challenges to facilitate significant progress and pave the way for effective solutions to advance software…

Software Engineering · Computer Science 2024-05-27 Jennifer Gross , Sofia Ouhbi

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

Reasoning about code and explaining its purpose are fundamental skills for computer scientists. There has been extensive research in the field of computing education on the relationship between a student's ability to explain code and other…

Computers and Society · Computer Science 2024-04-03 Juho Leinonen , Paul Denny , Stephen MacNeil , Sami Sarsa , Seth Bernstein , Joanne Kim , Andrew Tran , Arto Hellas

Intelligent coding systems are transforming software development by enabling users to specify code behavior in natural language. However, the opaque decision-making of AI-driven coders raises trust and usability concerns, particularly for…

Software Engineering · Computer Science 2025-08-11 Xiangzhe Xu , Shiwei Feng , Zian Su , Chengpeng Wang , Xiangyu Zhang

Blindspots in APIs can cause software engineers to introduce vulnerabilities, but such blindspots are, unfortunately, common. We study the effect APIs with blindspots have on developers in two languages by replicating an 109-developer,…

Software Engineering · Computer Science 2021-03-11 Yuriy Brun , Tian Lin , Jessie Elise Somerville , Elisha Myers , Natalie C. Ebner

Prior research has shown that cryptography is hard to use for developers. We aim to understand what cryptography issues developers face in practice. We clustered 91954 cryptography-related questions on the Stack Overflow website, and…

Cryptography and Security · Computer Science 2021-08-17 Mohammadreza Hazhirpasand , Oscar Nierstrasz , Mohammadhossein Shabani , Mohammad Ghafari

The readability of source code is key for understanding and maintaining software systems and tests. Several studies investigate the readability of source code, but there is limited research on the readability of test code and related…

Software Engineering · Computer Science 2024-03-26 Dietmar Winkler , Pirmin Urbanke , Rudolf Ramler