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The identification of code smells is largely recognized as a subjective task. Consequently, the automated detection tools available are insufficient to deal with the whole subjectivity involved in the task, requiring human validation.…

Software Engineering · Computer Science 2021-10-07 Luiz Felipi Junionello , Rafael de Mello

The growing adoption of AI agents and the Model Context Protocol (MCP) has motivated organizations to expose existing REST APIs as agent-consumable tools. In our industrial context, this initiative targeted an ecosystem of 16 production…

Software Engineering · Computer Science 2026-05-15 Rayfran Rocha Lima , Davi G. Assunção Pinheiro , Thiago Medeiros de Menezes

Nowadays, modern applications are developed using components written in different programming languages. These systems introduce several advantages. However, as the number of languages increases, so does the challenges related to the…

Software Engineering · Computer Science 2021-01-18 Mouna Abidi , Md Saidur Rahman , Moses Openja , Foutse Khomh

Test smells are defined as sub-optimal design choices developers make when implementing test cases. Hence, similar to code smells, the research community has produced numerous test smell detection tools to investigate the impact of test…

Background: Good API documentation facilities the development process, improving productivity and quality. While the topic of API documentation quality has been of interest for the last two decades, there have been few studies to map the…

Software Engineering · Computer Science 2019-08-01 Alex Cummaudo , Rajesh Vasa , John Grundy

Using API reference documentation like JavaDoc is an integral part of software development. Previous research introduced a grounded taxonomy that organizes API documentation knowledge in 12 types, including knowledge about the…

Software Engineering · Computer Science 2019-07-24 Davide Fucci , Alireza Mollaalizadehbahnemiri , Walid Maalej

CONTEXT: There has been a rapid growth in the use of data analytics to underpin evidence-based software engineering. However the combination of complex techniques, diverse reporting standards and poorly understood underlying phenomena are…

Software Engineering · Computer Science 2019-04-16 Tim Menzies , Martin Shepperd

Angular is one of the most widely adopted frameworks for developing large-scale, dynamic web applications. As projects increase in scope and complexity, developers face growing challenges in managing architecture and maintaining clean,…

Software Engineering · Computer Science 2026-05-01 Maykon Nunes , Emanuel Coutinho , Carla Bezerra , Ivan Machado

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…

Software Engineering · Computer Science 2019-10-15 Asif Imran , Tevfik Kosar

Using cloud-based computer vision services is gaining traction, where developers access AI-powered components through familiar RESTful APIs, not needing to orchestrate large training and inference infrastructures or curate/label training…

Software Engineering · Computer Science 2020-12-29 Alex Cummaudo , Rajesh Vasa , John Grundy , Mohamed Abdelrazek

Use case modeling is very popular to represent the functionality of the system to be developed, and it consists of two parts: use case diagram and use case description. Use case descriptions are written in structured natural language (NL),…

Software Engineering · Computer Science 2020-09-04 Yotaro Seki , Shinpei Hayashi , Motoshi Saeki

Artificial Intelligence (AI) and Machine Learning (ML) are pervasive in the current computer science landscape. Yet, there still exists a lack of software engineering experience and best practices in this field. One such best practice,…

Software Engineering · Computer Science 2021-03-09 Bart van Oort , Luís Cruz , Maurício Aniche , Arie van Deursen

High data quality is fundamental for today's AI-based systems. However, although data quality has been an object of research for decades, there is a clear lack of research on potential data quality issues (e.g., ambiguous, extraneous…

Software Engineering · Computer Science 2022-06-17 Harald Foidl , Michael Felderer , Rudolf Ramler

The adoption of Artificial Intelligence (AI) in high-stakes domains such as healthcare, wildlife preservation, autonomous driving and criminal justice system calls for a data-centric approach to AI. Data scientists spend the majority of…

Software Engineering · Computer Science 2022-03-28 Arumoy Shome , Luis Cruz , Arie van Deursen

Code smells are symptoms of potential code quality problems that may affect software maintainability, thus increasing development costs and impacting software reliability. Large language models (LLMs) have shown remarkable capabilities for…

Software Engineering · Computer Science 2026-01-16 Saymon Souza , Amanda Santana , Eduardo Figueiredo , Igor Muzetti , João Eduardo Montandon , Lionel Briand

Code comments can help in program comprehension and are considered as important artifacts to help developers in software maintenance. However, the comments are mostly missing or are outdated, specially in complex software projects. As a…

Software Engineering · Computer Science 2021-03-22 Ramin Shahbazi , Rishab Sharma , Fatemeh H. Fard

Context: Software specifications are usually written in natural language and may suffer from imprecision, ambiguity, and other quality issues, called thereafter, requirement smells. Requirement smells can hinder the development of a project…

Software Engineering · Computer Science 2024-04-18 Emanuele Gentili , Davide Falessi

Application Programming Interfaces (API) are exposed to developers in order to reuse software libraries. API directives are natural-language statements in API documentation that make developers aware of constraints and guidelines related to…

Software Engineering · Computer Science 2021-11-12 Martin Monperrus , Michael Eichberg , Elif Tekes , Mira Mezini

Developing test code may be a time-consuming task that usually requires much effort and cost, especially when it is done manually. Besides, during this process, developers and testers are likely to adopt bad design choices, which may lead…

Software Engineering · Computer Science 2020-03-13 Nildo Silva Junior , Larissa Rocha , Luana Almeida Martins , Ivan Machado

Background: Test smells indicate potential problems in the design and implementation of automated software tests that may negatively impact test code maintainability, coverage, and reliability. When poorly described, manual tests written in…

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