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Technical debt (TD) refers to delayed tasks and immature artifacts that may bring short-term benefits but incur extra costs of change during maintenance and evolution in the long term. TD has been extensively studied in the past decade, and…

软件工程 · 计算机科学 2022-12-13 Zengyang Li , Yilin Peng , Peng Liang , Apostolos Ampatzoglou , Ran Mo , Hui Liu , Xiaoxiao Qi

The technical debt (TD) metaphor is widely used to encapsulate numerous software quality problems. She describes the trade-off between the short term benefit of taking a shortcut during the design or implementation phase of a software…

软件工程 · 计算机科学 2019-11-19 Ronivon Dias , Pedro Neto , Irvayne Ibiapina , Guilherme Avelino e Otavio Castro

When developers use different keywords such as TODO and FIXME in source code comments to describe self-admitted technical debt (SATD), we refer it as Keyword-Labeled SATD (KL-SATD). We study KL-SATD from 33 software repositories with 13,588…

软件工程 · 计算机科学 2020-08-13 Leevi Rantala , Mika Mäntylä , David Lo

Community smells reflect poor organizational practices that often lead to socio-technical issues and the accumulation of Self-Admitted Technical Debt (SATD). While prior studies have explored these problems in general software systems,…

软件工程 · 计算机科学 2025-08-04 Shamse Tasnim Cynthia , Nuri Almarimi , Banani Roy

Context: Technical lag accumulates when software systems fail to keep pace with technological advancements, leading to a deterioration in software quality. Objective: This paper aims to consolidate existing research on technical lag,…

软件工程 · 计算机科学 2026-01-21 Shane K. Panter , Nasir U. Eisty

Fixing bugs is an important phase in software development and maintenance. In practice, the process of bug fixing may conflict with the release schedule. Such confliction leads to a trade-off between software quality and release schedule,…

软件工程 · 计算机科学 2017-04-18 Jifeng Xuan , Yan Hu , He Jiang

Research software (also called scientific software) is essential for advancing scientific endeavours. Research software encapsulates complex algorithms and domain-specific knowledge and is a fundamental component of all science. A pervasive…

软件工程 · 计算机科学 2026-03-24 Neil A. Ernst , Ahmed Musa Awon , Swapnil Hingmire , Ze Shi Li

Background: Technical Debt (TD) describes suboptimal software development practices with long-term consequences, such as defects and vulnerabilities. Deadlines are a leading cause of the emergence of TD in software systems. While multiple…

软件工程 · 计算机科学 2025-05-08 Joshua Aldrich Edbert , Zadia Codabux , Roberto Verdecchia

Technical debt refers to the trade-offs between code quality and faster delivery, impacting future development with increased complexity, bugs, and costs. This study empirically analyzes the additional work effort caused by technical debt…

软件工程 · 计算机科学 2025-02-25 Kartik Gupta

Most Self-Admitted Technical Debt (SATD) research utilizes explicit SATD features such as 'TODO' and 'FIXME' for SATD detection. A closer look reveals several SATD research uses simple SATD ('Easy to Find') code comments without the…

软件工程 · 计算机科学 2023-08-14 Murali Sridharan , Leevi Rantala , Mika Mäntylä

Technical Debt (TD) refers to the long-term costs incurred when developers prioritize short-term delivery over quality-improving work. Architectural Technical Debt (ATD) arises when architectural decisions (e.g., technology choices,…

软件工程 · 计算机科学 2026-05-18 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Context: Technical debt (TD) is a widely studied metaphor that helps to explain how sub-optimal decisions that can harm software maintainability over time. Although incurring TD is not intrinsically bad, tracking and managing TD are crucial…

软件工程 · 计算机科学 2026-05-29 João Paulo Biazotto , Daniel Feitosa , Paris Avgeriou , Elisa Yumi Nakagawa

Context: Technical Debt (TD) can be paid back either by those that incurred it or by others. We call the former self-fixed TD, and it can be particularly effective, as developers are experts in their own code and are well-suited to fix the…

软件工程 · 计算机科学 2021-10-13 Jie Tan , Daniel Feitosa , Paris Avgeriou

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…

软件工程 · 计算机科学 2020-07-28 Arthur-Jozsef Molnar , Simona Motogna

Technical Debt is a term begat by Ward Cunningham to signify the measure of adjust required to put a software into that state which it ought to have had from the earliest starting point. Often organizations need to support continuous and…

软件工程 · 计算机科学 2019-10-29 Nikhil Oswal

NonTechnical Debt (NTD) is a common challenge in agile software development, manifesting in four critical forms, Process Debt, Social Debt, People Debt, Organizational debt. NODLA project is a collaboration between Karlstad University and…

软件工程 · 计算机科学 2025-09-03 Muhammad Ovais Ahmad , Tomas Gustavsson

Multi-task learning is a paradigm that leverages information from related tasks to improve the performance of machine learning. Self-Admitted Technical Debt (SATD) are comments in the code that indicate not-quite-right code introduced for…

软件工程 · 计算机科学 2025-07-03 Barbara Russo , Jorge Melegati , Moritz Mock

As large language models (LLMs) such as ChatGPT, Copilot, Claude, and Gemini become integrated into software development workflows, developers increasingly leave traces of AI involvement in their code comments. Among these, some comments…

软件工程 · 计算机科学 2026-01-13 Abdullah Al Mujahid , Mia Mohammad Imran

Dockerfiles enable the creation of portable container-based execution environments for the application code, and have become an important part of the modern software development process. As Dockerfiles are a form of Infrastructure-as-Code…

Context: Previous studies demonstrate that Machine or Deep Learning (ML/DL) models can detect Technical Debt from source code comments called Self-Admitted Technical Debt (SATD). Despite the importance of ML/DL in software development,…

软件工程 · 计算机科学 2024-08-23 Emmanuel Iko-Ojo Simon , Chirath Hettiarachchi , Alex Potanin , Hanna Suominen , Fatemeh Fard