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Self-Admitted Technical Debt (SATD) is a form of Technical Debt where developers document the debt using source code comments (SATD-C) or issues (SATD-I). However, it is still unclear the circumstances that drive developers to choose one or…

Software Engineering · Computer Science 2024-08-28 Laerte Xavier , João Eduardo Montandon , Marco Tulio Valente

Developers often opt for easier but non-optimal implementation to meet deadlines or create rapid prototypes, leading to additional effort known as technical debt to improve the code later. Oftentimes, developers explicitly document the…

Software Engineering · Computer Science 2026-02-10 Ibuki Nakamura , Yutaro Kashiwa , Bin Lin , Hajimu Iida

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)…

Software Engineering · Computer Science 2026-01-21 Niruthiha Selvanayagam , Taher A. Ghaleb , Manel Abdellatif

Context: Self-admitted technical debt (SATD) occurs when developers acknowledge shortcuts in code. In scientific software (SSW), such debt poses unique risks to the validity and reproducibility of results. Objective: This study aims to…

Software Engineering · Computer Science 2026-01-19 Eric L. Melin , Nasir U. Eisty , Gregory Watson , Addi Malviya-Thakur

Modern software is developed under considerable time pressure, which implies that developers more often than not have to resort to compromises when it comes to code that is well written and code that just does the job. This has led over the…

Software Engineering · Computer Science 2020-09-29 Rungroj Maipradit , Bin Lin , Csaba Nagy , Gabriele Bavota , Michele Lanza , Hideaki Hata , Kenichi Matsumoto

The development of Machine Learning (ML)- and, more recently, of Deep Learning (DL)-intensive systems requires suitable choices, e.g., in terms of technology, algorithms, and hyper-parameters. Such choices depend on developers' experience,…

Software Engineering · Computer Science 2024-09-19 Federica Pepe , Fiorella Zampetti , Antonio Mastropaolo , Gabriele Bavota , Massimiliano Di Penta

Self-Admitted Technical Debt (SATD) annotates development decisions that intentionally exchange long-term software artifact quality for short-term goals. Recent work explores the existence of SATD clones (duplicate or near duplicate SATD…

Software Engineering · Computer Science 2024-02-15 Tao Xiao , Zhili Zeng , Dong Wang , Hideaki Hata , Shane McIntosh , 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…

Software Engineering · Computer Science 2022-10-14 Abdulaziz Alhefdhi , Hoa Khanh Dam , Yusuf Sulistyo Nugroho , Hideaki Hata , Takashi Ishio , Aditya Ghose

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,…

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,…

Software Engineering · Computer Science 2023-12-05 Moritz Mock

Upon evolving their software, organizations and individual developers have to spend a substantial effort to pay back technical debt, i.e., the fact that software is released in a shape not as good as it should be, e.g., in terms of…

Software Engineering · Computer Science 2023-08-21 Antonio Mastropaolo , Massimiliano Di Penta , Gabriele Bavota

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…

Software Engineering · Computer Science 2026-04-28 Yikun Li , Mohamed Soliman , Paris Avgeriou , Jie Tan , Jiakun Liu

Technical debt (TD) describes the additional costs that emerge when developers have opted for a quick and easy solution to a problem, rather than a more effective and well-designed, but time-consuming approach. Self-Admitted Technical Debts…

Software Engineering · Computer Science 2025-08-12 Nam Le Hai , Anh M. T. Bui , Phuong T. Nguyen , Davide Di Ruscio , Rick Kazman

Static Analysis Tools (SATs) are central to security engineering activities, as they enable early identification of code weaknesses without requiring execution. However, their effectiveness is often limited by high false-positive rates and…

Cryptography and Security · Computer Science 2026-02-04 Nicolás E. Díaz Ferreyra , Moritz Mock , Max Kretschmann , Barbara Russo , Mojtaba Shahin , Mansooreh Zahedi , Riccardo Scandariato

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…

Software Engineering · Computer Science 2020-10-20 Zhe Yu , Fahmid Morshed Fahid , Huy Tu , Tim Menzies

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…

Software Engineering · Computer Science 2023-03-07 Gregory Wilder , Riley Miyamoto , Samuel Watson , Rick Kazman , Anthony Peruma

Artificial Intelligence and Machine Learning have witnessed rapid, significant improvements in Natural Language Processing (NLP) tasks. Utilizing Deep Learning, researchers have taken advantage of repository comments in Software Engineering…

Software Engineering · Computer Science 2023-03-20 William Aiken , Paul K. Mvula , Paula Branco , Guy-Vincent Jourdan , Mehrdad Sabetzadeh , Herna Viktor

The emergence of open-source ML libraries such as TensorFlow and Google Auto ML has enabled developers to harness state-of-the-art ML algorithms with minimal overhead. However, during this accelerated ML development process, said developers…

Software Engineering · Computer Science 2025-12-01 Aaditya Bhatia , Foutse Khomh , Bram Adams , Ahmed E Hassan

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…

Software Engineering · Computer Science 2026-03-04 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

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…

Software Engineering · Computer Science 2023-08-14 Murali Sridharan , Leevi Rantala , Mika Mäntylä