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Technical debt (TD) refers to the long-term costs associated with suboptimal design or code decisions in software development, often made to meet short-term delivery goals. Self-Admitted Technical Debt (SATD) occurs when developers…

软件工程 · 计算机科学 2026-04-28 Edi Sutoyo , Andrea Capiluppi

Self-Admitted Technical Debt (SATD) refers to the phenomenon where developers explicitly acknowledge technical debt through comments in the source code. While considerable research has focused on detecting and addressing SATD, its true…

软件工程 · 计算机科学 2025-02-06 Shaiful Chowdhury , Hisham Kidwai , Muhammad Asaduzzaman

Technical debt denotes shortcuts taken during software development, mostly for the sake of expedience. When such shortcuts are admitted explicitly by developers (e.g., writing a TODO/Fixme comment), they are termed as Self-Admitted…

软件工程 · 计算机科学 2022-11-22 Yikun Li , Mohamed Soliman , Paris Avgeriou , Lou Somers

Self-Admitted Technical Debt (SATD) is a metaphorical concept to describe the self-documented addition of technical debt to a software project in the form of source code comments. SATD can linger in projects and degrade source-code quality,…

Self-Admitted Technical Debt (SATD) encompasses a wide array of sub-optimal design and implementation choices reported in software artefacts (e.g., code comments and commit messages) by developers themselves. Such reports have been central…

Self-admitted technical debt (SATD) refers to comments in which developers explicitly acknowledge code issues, workarounds, or suboptimal solutions. SATD is known to significantly increase software maintenance effort. While extensive…

软件工程 · 计算机科学 2025-12-22 Shahidul Islam , Md Nahidul Islam Opu , Shaowei Wang , Shaiful Chowdhury

Technical Debt is a common issue that arises when short-term gains are prioritized over long-term costs, leading to a degradation in the quality of the code. Self-Admitted Technical Debt (SATD) is a specific type of Technical Debt that…

软件工程 · 计算机科学 2024-04-03 Shima Esfandiari , Ashkan Sami

Technical debt refers to the consequences of sub-optimal decisions made during software development that prioritize short-term benefits over long-term maintainability. Self-Admitted Technical Debt (SATD) is a specific form of technical…

软件工程 · 计算机科学 2026-04-28 Yikun Li , Mohamed Soliman , Paris Avgeriou , Jie Tan , Jiakun Liu

Technical Debt is a metaphor used to describe the situation in which long-term software artifact quality is traded for short-term goals in software projects. In recent years, the concept of self-admitted technical debt (SATD) was proposed,…

软件工程 · 计算机科学 2021-11-03 Tao Xiao , Dong Wang , Shane McIntosh , Hideaki Hata , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Technical Debt occurs when development teams favour short-term operability over long-term stability. Since this places software maintainability at risk, technical debt requires early attention to avoid paying for accumulated interest. Most…

软件工程 · 计算机科学 2022-10-14 Abdulaziz Alhefdhi , Hoa Khanh Dam , Yusuf Sulistyo Nugroho , Hideaki Hata , Takashi Ishio , Aditya Ghose

The rapid adoption of Deep Learning (DL)-enabled systems has revolutionized software development, driving innovation across various domains. However, these systems also introduce unique challenges, particularly in maintaining software…

软件工程 · 计算机科学 2025-10-07 Gilberto Recupito , Vincenzo De Martino , Dario Di Nucci , Fabio Palomba

Self-admitted technical debt (SATD) refers to a form of technical debt in which developers explicitly acknowledge and document the existence of technical shortcuts, workarounds, or temporary solutions within the codebase. Over recent years,…

软件工程 · 计算机科学 2024-09-19 Edi Sutoyo , Andrea Capiluppi

Technical debt describes situations where developers write less-than-optimal code to meet project milestones. However, this debt accumulation often results in future developer effort to live with or fix these quality issues. To better…

软件工程 · 计算机科学 2023-03-07 Gregory Wilder , Riley Miyamoto , Samuel Watson , Rick Kazman , Anthony Peruma

Context. Detecting Self-Admitted Technical Debt (SATD) is crucial for proactive software maintenance. Previous research has primarily targeted detecting and prioritizing SATD, with little focus on the source code afflicted with SATD. Our…

软件工程 · 计算机科学 2025-11-04 Murali Sridharan , Mikel Robredo , Leevi Rantala , Matteo Esposito , Valentina Lenarduzzi , Mika Mantyla

Self-admitted technical debt (SATD), referring to comments flagged by developers that explicitly acknowledge suboptimal code or incomplete functionality, has received extensive attention in machine learning (ML) and traditional (Non-ML)…

软件工程 · 计算机科学 2026-01-21 Niruthiha Selvanayagam , Taher A. Ghaleb , Manel Abdellatif

Motivation: Technical debt is a metaphor that describes not-quite-right code introduced for short-term needs. Developers are aware of it and admit it in source code comments, which is called Self- Admitted Technical Debt (SATD). Therefore,…

软件工程 · 计算机科学 2023-12-05 Moritz Mock

Software and systems traceability is essential for downstream tasks such as data-driven software analysis and intelligent tool development. However, despite the increasing attention to mining and understanding technical debt in software…

软件工程 · 计算机科学 2023-04-18 Mohammad Sadegh Sheikhaei , Yuan Tian

Self-Admitted Technical Debt (SATD) refers to circumstances where developers use textual artifacts to explain why the existing implementation is not optimal. Past research in detecting SATD has focused on either identifying SATD…

软件工程 · 计算机科学 2025-04-30 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Developers sometimes choose design and implementation shortcuts due to the pressure from tight release schedules. However, shortcuts introduce technical debt that increases as the software evolves. The debt needs to be repaid as fast as…

软件工程 · 计算机科学 2022-01-07 Biruk Asmare Muse , Csaba Nagy , Anthony Cleve , Foutse Khomh , Giuliano Antoniol

Self-admitted technical debt (SATD) is a particular case of Technical Debt (TD) where developers explicitly acknowledge their sub-optimal implementation decisions. Previous studies mine SATD by searching for specific TD-related terms in…

软件工程 · 计算机科学 2020-03-23 Laerte Xavier , Fabio Ferreira , Rodrigo Brito , Marco Tulio Valente
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