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Automatic code generation has recently attracted large attention and is becoming more significant to the software development process. Solutions based on Machine Learning and Artificial Intelligence are being used to increase human and…

软件工程 · 计算机科学 2023-05-22 Leon Chemnitz , David Reichenbach , Hani Aldebes , Mariam Naveed , Krishna Narasimhan , Mira Mezini

The automation of functional testing in software has allowed developers to continuously check for negative impacts on functionality throughout the iterative phases of development. This is not the case for User eXperience (UX), which has…

人工智能 · 计算机科学 2021-04-14 Pedro M. Fernandes , Manuel Lopes , Rui Prada

With generative AI becoming widespread, the existence of AI-based programming assistants for developers is no surprise. Developers increasingly use them for their work, including generating code to fulfil the data protection requirements…

软件工程 · 计算机科学 2025-06-17 Kashumi Madampe , John Grundy , Nalin Arachchilage

Unit testing is an essential part of the software development process, which helps to identify issues with source code in early stages of development and prevent regressions. Machine learning has emerged as viable approach to help software…

软件工程 · 计算机科学 2022-03-25 Michele Tufano , Shao Kun Deng , Neel Sundaresan , Alexey Svyatkovskiy

Naming is very important in software development, as names are often the only vehicle of meaning about what the code is intended to do. A recent study on how developers choose names collected the names given by different developers for the…

软件工程 · 计算机科学 2024-02-16 Rachel Alpern , Ido Lazer , Issar Tzachor , Hanit Hakim , Sapir Weissbuch , Dror G. Feitelson

Due to the increasing volume, volatility, and diversity of data in virtually all areas of our lives, the ability to detect duplicates in potentially linked data sources is more important than ever before. However, while research is already…

数据库 · 计算机科学 2024-01-01 Fabian Panse , Wolfram Wingerath , Benjamin Wollmer

Their highly adaptive nature and the combinatorial explosion of possible configurations makes testing context-oriented programs hard. We propose a methodology to automate the generation of test scenarios for developers of feature-based…

软件工程 · 计算机科学 2021-09-27 Pierre Martou , Kim Mens , Benoît Duhoux , Axel Legay

One of the prerequisites of any organization is an unvarying sustainability in the dynamic and competitive industrial environment. Development of high quality software is therefore an inevitable constraint of any software industry. Defect…

软件工程 · 计算机科学 2012-04-03 T. R. Gopalakrishnan Nair , V. Suma , Pranesh Kumar Tiwari

Software testing is an important part of the development cycle, yet it requires specialized expertise and substantial developer effort to adequately test software. Recent discoveries of the capabilities of large language models (LLMs)…

软件工程 · 计算机科学 2023-09-06 Robert Feldt , Sungmin Kang , Juyeon Yoon , Shin Yoo

In this paper, we focus on automating two of the widely used Verification and Validation (V&V) activities in the Software Development Lifecycle (SDLC): Software testing and software inspection (also known as review). Concerning the former,…

软件工程 · 计算机科学 2026-04-17 Zoe Fingleton , Nazanin Siavash , Armin Moin

Recent work in behavioral testing for natural language processing (NLP) models, such as Checklist, is inspired by related paradigms in software engineering testing. They allow evaluation of general linguistic capabilities and domain…

计算与语言 · 计算机科学 2024-08-09 Ying Li , Rahul Singh , Tarun Joshi , Agus Sudjianto

Secure development process is a procedure taken by developers to ensure the programs developed are following the general security standards and will always be up to date so that the outcomes are well secured and obedient. As a software…

软件工程 · 计算机科学 2020-12-22 Abdul Hadi bin Abdul Rahman , Abdullah Nazir , Kim Tae Hyun , Tan Horng Yarng , Fatima-tuz-Zahra

This paper investigates current software testing systems and explores how artificial intelligence, specifically Generative AI, can be integrated to enhance these systems. It begins by examining different types of AI systems and focuses on…

软件工程 · 计算机科学 2026-03-03 Tanish Singla , Qusay H. Mahmoud

We present a study that characterizes the way developers use automatically generated patches when fixing software defects. Our study tasked two groups of developers with repairing defects in C programs. Both groups were provided with the…

软件工程 · 计算机科学 2019-11-26 José Pablo Cambronero , Jiasi Shen , Jürgen Cito , Elena Glassman , Martin Rinard

The rapid emergence of generative AI tools is transforming the way software is developed. Consequently, software engineering education must adapt to ensure that students not only learn traditional development methods but also understand how…

软件工程 · 计算机科学 2025-12-08 Uwe M. Borghoff , Mark Minas , Jannis Schopp

Representational State Transfer (REST) APIs are a cornerstone of modern cloud native systems. Ensuring their reliability demands automated test suites that exercise diverse and boundary level behaviors. Nevertheless, designing such test…

软件工程 · 计算机科学 2025-11-03 Jarne Besjes , Robbe Nooyens , Tolgahan Bardakci , Mutlu Beyazit , Serge Demeyer

Pre-trained language models have achieved promising success in code retrieval tasks, where a natural language documentation query is given to find the most relevant existing code snippet. However, existing models focus only on optimizing…

软件工程 · 计算机科学 2022-12-22 Dong Li , Yelong Shen , Ruoming Jin , Yi Mao , Kuan Wang , Weizhu Chen

Issue-reproducing tests fail on buggy code and pass once a patch is applied, thus increasing developers' confidence that the issue has been resolved and will not be re-introduced. However, past research has shown that developers often…

软件工程 · 计算机科学 2026-03-11 Konstantinos Kitsios , Marco Castelluccio , Alberto Bacchelli

Context: The rise of Artificial Intelligence (AI) in software engineering has led to the development of AI-powered test automation tools, promising improved efficiency, reduced maintenance effort, and enhanced defect-detection. However, a…

Code generation stands as a powerful technique in modern software development, improving development efficiency, reducing errors, and fostering standardization and consistency. Recently, ChatGPT has exhibited immense potential in automatic…

软件工程 · 计算机科学 2023-12-22 Youjia Li , Jianjun Shi , Zheng Zhang