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Related papers: Beyond the Code: Mining Self-Admitted Technical De…

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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…

Software Engineering · Computer Science 2022-01-07 Biruk Asmare Muse , Csaba Nagy , Anthony Cleve , Foutse Khomh , Giuliano Antoniol

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…

Software Engineering · Computer Science 2024-04-03 Shima Esfandiari , Ashkan Sami

Self-Admitted Technical Debt, or SATD, is a self-admission of technical debt present in a software system. To effectively manage SATD, developers need to estimate its priority and assess the effort required to fix the described technical…

Software Engineering · Computer Science 2025-01-03 Nathan Cassee , Neil Ernst , Nicole Novielli , Alexander Serebrenik

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

Developers often leave behind clues in their code, admitting where it falls short, known as Self-Admitted Technical Debt (SATD). In the world of Scientific Software (SSW), where innovation moves fast and collaboration is key, such debt is…

Software Engineering · Computer Science 2025-11-24 Eric L. Melin , Ahmed Musa Awon , Nasir U. Eisty , Neil A. Ernst , Shurui Zhou

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

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,…

Software Engineering · Computer Science 2024-09-19 Edi Sutoyo , Andrea Capiluppi

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

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

Self-Admitted Technical Debt (SATD) refers to instances where developers knowingly introduce suboptimal solutions into code and document them, often through textual artifacts. This paper provides a comprehensive state-of-practice report on…

Software Engineering · Computer Science 2025-03-20 Edi Sutoyo , Andrea Capiluppi

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

Self-Admitted Technical Debt or SATD can be found in various sources, such as source code comments, commit messages, issue tracking systems, and pull requests. Previous research has established the existence of relations between SATD items…

Software Engineering · Computer Science 2023-03-14 Yikun Li , Mohamed Soliman , Paris Avgeriou

In the process of software evolution, developers often sacrifice the long-term code quality to satisfy the short-term goals due to specific reasons, which is called technical debt. In particular, self-admitted technical debt (SATD) refers…

Software Engineering · Computer Science 2019-10-30 Zhaoqiang Guo , Shiran Liu , Jinping Liu , Yanhui Li , Lin Chen , Hongmin Lu , Yuming Zhou , Baowen Xu

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

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…

Software Engineering · Computer Science 2022-03-14 Anthony Peruma , Eman Abdullah AlOmar , Christian D. Newman , Mohamed Wiem Mkaouer , Ali Ouni

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…

Software Engineering · Computer Science 2023-04-18 Mohammad Sadegh Sheikhaei , Yuan Tian

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…

Software Engineering · Computer Science 2022-09-27 Liming Fu , Peng Liang , Zeeshan Rasheed , Zengyang Li , Amjed Tahir , Xiaofeng Han

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…

Software Engineering · Computer Science 2019-10-22 Rungroj Maipradit , Christoph Treude , Hideaki Hata , Kenichi Matsumoto

Self-Admitted Technical Debt (SATD) is a special form of technical debt in which developers intentionally record their hacks in the code by adding comments for attention. Here, we focus on issue-related "On-hold SATD", where developers…

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…

Software Engineering · Computer Science 2025-10-07 Gilberto Recupito , Vincenzo De Martino , Dario Di Nucci , Fabio Palomba