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\underline{Context:} Logging is a fundamental yet complex practice in software engineering, essential for monitoring, debugging, and auditing software systems. With the increasing integration of machine learning (ML) components into…

软件工程 · 计算机科学 2026-01-12 Patrick Loic Foalem , Leuson Da Silva , Foutse Khomh , Ettore Merlo , Heng Li

Object-oriented code smells are well-known concepts in software engineering that refer to bad design and development practices commonly observed in software systems. With the emergence of mobile apps, new classes of code smells have been…

软件工程 · 计算机科学 2020-10-15 Sarra Habchi , Naouel Moha , Romain Rouvoy

In light of the growing interest in type inference research for Python, both researchers and practitioners require a standardized process to assess the performance of various type inference techniques. This paper introduces TypeEvalPy, a…

软件工程 · 计算机科学 2024-01-03 Ashwin Prasad Shivarpatna Venkatesh , Samkutty Sabu , Jiawei Wang , Amir M. Mir , Li Li , Eric Bodden

Determining the most effective Large Language Model for code smell detection presents a complex challenge. This study introduces a structured methodology and evaluation matrix to tackle this issue, leveraging a curated dataset of code…

软件工程 · 计算机科学 2025-04-23 Ahmed R. Sadik , Siddhata Govind

As the development of Solidity contracts on Ethereum, more developers are reusing them on other compatible blockchains. However, developers may overlook the differences between the designs of the blockchain system, such as the Gas Mechanism…

软件工程 · 计算机科学 2025-04-14 Zexu Wang , Jiachi Chen , Tao Zhang , Yu Zhang , Weizhe Zhang , Yuming Feng , Zibin Zheng

The common use case of code smells assumes causality: Identify a smell, remove it, and by doing so improve the code. We empirically investigate their fitness to this use. We present a list of properties that code smells should have if they…

软件工程 · 计算机科学 2024-01-17 Idan Amit , Nili Ben Ezra , Dror G. Feitelson

Dependency bloat is a persistent challenge in Python projects, which increases maintenance costs and security risks. While numerous tools exist for detecting unused dependencies in Python, removing these dependencies across the source code…

Eradication of code smells is often pointed out as a way to improve readability, extensibility and design in existing software. However, code smell detection in large systems remains time consuming and error-prone, partly due to the…

软件工程 · 计算机科学 2012-05-01 Tiago Pessoa , Fernando Brito e Abreu , Miguel Pessoa Monteiro , Sergio Bryton

Best testing practices state that tests should verify a single functionality or behavior of the system. Tests that verify multiple behaviors are harder to understand, lack focus, and are more coupled to the production code. An attempt to…

软件工程 · 计算机科学 2026-02-03 Andre Hora , Andy Zaidman

Code smells are indicators of potential design flaws in source code and do not appear alone but in combination with other smells, creating complex interactions. While existing literature classifies these smell interactions into collocated,…

软件工程 · 计算机科学 2025-04-28 Ruchin Gupta , Sandeep Kumar Singh

Code smells indicate the potential problems of software quality so that developers can identify refactoring opportunities by detecting code smells. State-of-the-art approaches leverage heuristics, machine learning, and deep learning to…

软件工程 · 计算机科学 2024-02-19 Haiyang Liu , Yang Zhang , Vidya Saikrishna , Quanquan Tian , Kun Zheng

Context: Profiling developers is challenging since many factors, such as their skills, experience, development environment and behaviors, may influence a detailed analysis and the delivery of coherent interpretations. Objective: We aim at…

软件工程 · 计算机科学 2021-01-19 João Caldeira , Fernando Brito e Abreu , Jorge Cardoso , Ricardo Ribeiro , Claudia Werner

Anti-patterns and code-smells are signs in the source code which are not defects (does not prevent the program from functioning and does not cause compile errors) and are rather indicators of deeper and bigger problems. Exception handling…

软件工程 · 计算机科学 2017-01-03 Ashish Sureka

Requirements form the basis for defining software systems' obligations and tasks. Testable requirements help prevent failures, reduce maintenance costs, and make it easier to perform acceptance tests. However, despite the importance of…

软件工程 · 计算机科学 2024-03-27 Morteza Zakeri-Nasrabadi , Saeed Parsa

Software design smells are design attributes which violate the fundamental design principles. Design smells are a key cause of design debt. Although the activities of design smell identification and measurement are predominantly considered…

软件工程 · 计算机科学 2019-10-15 Asif Imran , Tevfik Kosar

While a substantial body of prior research has investigated the form and nature of production code, comparatively little attention has examined characteristics of test code, and, in particular, test smells in that code. In this paper, we…

软件工程 · 计算机科学 2021-03-30 Amjed Tahir , Steve Counsell , Stephen G. MacDonell

Meeting the rise of industry demand to incorporate machine learning (ML) components into software systems requires interdisciplinary teams contributing to a shared code base. To maintain consistency, reduce defects and ensure…

软件工程 · 计算机科学 2022-05-10 Jai Kannan , Scott Barnett , Luís Cruz , Anj Simmons , Akash Agarwal

Python is known to be a versatile language, well suited both for beginners and advanced users. Some elements of the language are easier to understand than others: some are found in any kind of code, while some others are used only by…

Test smells are coding issues that typically arise from inadequate practices, a lack of knowledge about effective testing, or deadline pressures to complete projects. The presence of test smells can negatively impact the maintainability and…

软件工程 · 计算机科学 2024-07-31 Keila Lucas , Rohit Gheyi , Elvys Soares , Márcio Ribeiro , Ivan Machado

Spreadsheet users are often unaware of the risks imposed by poorly designed spreadsheets. One way to assess spreadsheet quality is to detect smells which attempt to identify parts of spreadsheets that are hard to comprehend or maintain and…

软件工程 · 计算机科学 2018-10-11 Patrick Koch , Birgit Hofer , Franz Wotawa