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Code clones are code snippets that are identical or similar to other snippets within the same or different files. They are often created through copy-and-paste practices during development and maintenance activities. Since code clones may…

Software Engineering · Computer Science 2023-09-06 Reishi Yokomori , Katsuro Inoue

Recent In-IDE AI coding assistant tools (ACATs) like GitHub Copilot have significantly impacted developers' coding habits. While some studies have examined their effectiveness, there lacks in-depth investigation into the actual assistance…

Software Engineering · Computer Science 2024-04-25 Xin Tan , Xiao Long , Xianjun Ni , Yinghao Zhu , Jing Jiang , Li Zhang

Generative AI is accelerating software development, but may quietly shift where the most significant risks lie. As AI generates code faster than teams can understand it, two under appreciated forms of debt accumulate: cognitive debt, the…

Software Engineering · Computer Science 2026-04-08 Margaret-Anne Storey

We fine-tune large language models to write natural language critiques (natural language critical comments) using behavioral cloning. On a topic-based summarization task, critiques written by our models help humans find flaws in summaries…

Computation and Language · Computer Science 2022-06-15 William Saunders , Catherine Yeh , Jeff Wu , Steven Bills , Long Ouyang , Jonathan Ward , Jan Leike

Automated debugging techniques have the potential to reduce developer effort in debugging, and have matured enough to be adopted by industry. However, one critical issue with existing techniques is that, while developers want rationales for…

Software Engineering · Computer Science 2023-04-06 Sungmin Kang , Bei Chen , Shin Yoo , Jian-Guang Lou

Recently, there has been a growing interest in automatic software vulnerability detection. Pre-trained model-based approaches have demonstrated superior performance than other Deep Learning (DL)-based approaches in detecting…

Software Engineering · Computer Science 2024-03-29 Xin-Cheng Wen , Cuiyun Gao , Shuzheng Gao , Yang Xiao , Michael R. Lyu

A concern can be characterized as a developer's intent behind a piece of code, often not explicitly captured in it. We discuss a technique of recording concerns using source code annotations (concern annotations). Using two studies and two…

Software Engineering · Computer Science 2018-08-13 Matúš Sulír , Milan Nosáľ , Jaroslav Porubän

Software development is a collaborative process that involves various interactions among individuals and teams. TODO comments in source code play a critical role in managing and coordinating diverse tasks during this process. However, this…

Software Engineering · Computer Science 2025-03-20 Haoye Wang , Zhipeng Gao , Tingting Bi , John Grundy , Xinyu Wang , Minghui Wu , Xiaohu Yang

Software analytics can be improved by surveying; i.e. rechecking and (possibly) revising the labels offered by prior analysis. Surveying is a time-consuming task and effective surveyors must carefully manage their time. Specifically, they…

Software Engineering · Computer Science 2019-05-22 Fahmid M. Fahid , Zhe Yu , Tim Menzies

This paper presents an analysis of technical debt management through resources allocation policies in software maintenance process during its operation to demonstrate how different strategies leads to the emergence of different behaviors…

Software Engineering · Computer Science 2016-09-23 Eduardo Ferreira Franco , Joaquim Rocha , Hamilton Carvalho , Martins Marcelo , Kechi Hirama

Existing software tools enable characterizing and measuring the amount of technical debt at selective granularity levels. In this paper we aim to study the evolution and characteristics of technical debt in open-source software. We carry…

Software Engineering · Computer Science 2020-07-28 Arthur-Jozsef Molnar , Simona Motogna

Defect detection at commit check-in time prevents the introduction of defects into software systems. Current defect detection approaches rely on metric-based models which are not very accurate and whose results are not directly useful for…

Software Engineering · Computer Science 2021-06-22 Hareem Sahar , Yuxin Liu , Abram Hindle , Denilson Barbosa

Technical Debt analysis is increasing in popularity as nowadays researchers and industry are adopting various tools for static code analysis to evaluate the quality of their code. Despite this, empirical studies on software projects are…

Software Engineering · Computer Science 2019-08-05 Valentina Lenarduzzi , Nyyti Saarimäki , Davide Taibi

Context: Contemporary software development is typically conducted in dynamic, resource-scarce environments that are prone to the accumulation of technical debt. While this general phenomenon is acknowledged, what remains unknown is how…

Background: Despite the widespread use of automated security defect detection tools, software projects still contain many security defects that could result in serious damage. Such tools are largely context-insensitive and may not cover all…

Software Engineering · Computer Science 2023-07-06 Jiaxin Yu , Liming Fu , Peng Liang , Amjed Tahir , Mojtaba Shahin

Technical debt is often the result of Short Run decisions made during code development, which can lead to long-term maintenance costs and risks. Hence, evaluating the progression of a project and understanding related code quality aspects…

Software Engineering · Computer Science 2023-05-01 Benedikt Dornauer , Michael Felderer , Johannes Weinzerl , Mircea-Cristian Racasan , Martin Hess

Quantum computing is a rapidly growing field attracting the interest of both researchers and software developers. Supported by its numerous open-source tools, developers can now build, test, or run their quantum algorithms. Although the…

Software Engineering · Computer Science 2022-06-02 Moses Openja , Mohammad Mehdi Morovati , Le An , Foutse Khomh , Mouna Abidi

Industry can get any research it wants, just by publishing a baseline result along with the data and scripts need to reproduce that work. For instance, the paper ``Data Mining Static Code Attributes to Learn Defect Predictors'' presented…

Software Engineering · Computer Science 2025-01-28 Tim Menzies

Technical debt has become a common metaphor for the accumulation of software design and implementation choices that seek fast initial gains but that are under par and counterproductive in the long run. However, as a metaphor, technical debt…

Software Engineering · Computer Science 2021-03-23 Jacinto Ramirez Lahti , Antti-Pekka Tuovinen , Tommi Mikkonen

Code comments are the primary means to document implementation and facilitate program comprehension. Thus, their quality should be a primary concern to improve program maintenance. While much effort has been dedicated to detecting bad…

Software Engineering · Computer Science 2021-08-26 Arianna Blasi , Nataliia Stulova , Alessandra Gorla , Oscar Nierstrasz