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相关论文: Automatic Identification of Self-Admitted Technica…

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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

Self-Admitted Technical Debt (SATD) refers to technical compromises explicitly admitted by developers in natural language artifacts such as code comments, commit messages, and issue trackers. Among its types, Architecture Technical Debt…

软件工程 · 计算机科学 2026-03-04 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Self-admitted technical debt refers to situations where a software developer knows that their current implementation is not optimal and indicates this using a source code comment. In this work, we hypothesize that it is possible to develop…

软件工程 · 计算机科学 2019-10-22 Rungroj Maipradit , Christoph Treude , Hideaki Hata , Kenichi Matsumoto

Technical debt refers to suboptimal code that degrades software quality. When developers intentionally introduce such debt, it is called self-admitted technical debt (SATD). Since SATD hinders maintenance, identifying its categories is key…

软件工程 · 计算机科学 2025-10-24 Sota Nakashima , Yuta Ishimoto , Masanari Kondo , Tao Xiao , Yasutaka Kamei

Keeping track of and managing Self-Admitted Technical Debts (SATDs) are important to maintaining a healthy software project. This requires much time and effort from human experts to identify the SATDs manually. The current automated…

软件工程 · 计算机科学 2020-10-20 Zhe Yu , Fahmid Morshed Fahid , Huy Tu , Tim Menzies

To meet project timelines or budget constraints, developers intentionally deviate from writing optimal code to feasible code in what is known as incurring Technical Debt (TD). Furthermore, as part of planning their correction, developers…

软件工程 · 计算机科学 2022-03-14 Anthony Peruma , Eman Abdullah AlOmar , Christian D. Newman , Mohamed Wiem Mkaouer , Ali Ouni

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

Technical Debt (TD) refers to the situation where developers make trade-offs to achieve short-term goals at the expense of long-term code quality, which can have a negative impact on the quality of software systems. In the context of code…

软件工程 · 计算机科学 2022-09-27 Liming Fu , Peng Liang , Zeeshan Rasheed , Zengyang Li , Amjed Tahir , Xiaofeng Han

Keeping track of and managing Self-Admitted Technical Debts (SATDs) is important for maintaining a healthy software project. Current active-learning SATD recognition tool involves manual inspection of 24% of the test comments on average to…

软件工程 · 计算机科学 2022-01-27 Huy Tu , Tim Menzies

Background. Technical debt (TD) has long been one of the key factors influencing the maintainability of software products. It represents technical compromises that sacrifice long-term software quality for potential short-term benefits.…

软件工程 · 计算机科学 2024-07-31 Xiaozhou Li , Matteo Esposito , Andrea Janes , Valentina Lenarduzzi

Large Language Models (LLMs) are increasingly embedded in software via APIs like OpenAI, offering powerful AI features without heavy infrastructure. Yet these integrations bring their own form of self-admitted technical debt (SATD). In this…

软件工程 · 计算机科学 2025-09-26 Ahmed Aljohani , Hyunsook Do

Speeding up development may produce technical debt, i.e., not-quite-right code for which the effort to make it right increases with time as a sort of interest. Developers may be aware of the debt as they admit it in their code comments.…

软件工程 · 计算机科学 2022-05-05 Barbara Russo , Matteo Camilli , Moritz Mock

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

Technical debt (TD) is a metaphor that is used to communicate the consequences of poor software development practices to non-technical stakeholders. In recent years, it has gained significant attention in agile software development (ASD).…

软件工程 · 计算机科学 2024-01-29 Woubshet Nema Behutiye , Pilar Rodriguez , Markku Oivo , Ayse Tosun

Self-Admitted Technical Debt (SATD), cases where developers intentionally acknowledge suboptimal solutions in code through comments, poses a significant challenge to software maintainability. Left unresolved, SATD can degrade code quality…

软件工程 · 计算机科学 2025-01-20 Mohammad Sadegh Sheikhaei , Yuan Tian , Shaowei Wang , Bowen Xu

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

To complete tasks faster, developers often have to sacrifice the quality of the software. Such compromised practice results in the increasing burden to developers in future development. The metaphor, technical debt, describes such practice.…

软件工程 · 计算机科学 2022-02-15 Jiakun Liu , Qiao Huang , Xin Xia , Emad Shihab , David Lo , Shanping Li

Technical debt (TD) is a metaphor for code-related problems that arise as a result of prioritizing speedy delivery over perfect code. Given that the reduction of TDs can have long-term positive impact in the software engineering life-cycle…

软件工程 · 计算机科学 2022-01-13 Junaed Younus Khan , Gias Uddin

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

Technical debt---design shortcuts taken to optimize for delivery speed---is a critical part of long-term software costs. Consequently, automatically detecting technical debt is a high priority for software practitioners. Software quality…

软件工程 · 计算机科学 2017-06-01 Neil A. Ernst , Stephany Bellomo , Ipek Ozkaya , Robert L. Nord