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Unit testing verifies the presence of faults in individual software components. Previous research has been targeting the automatic generation of unit tests through the adoption of random or search-based algorithms. Despite their…

Software Engineering · Computer Science 2022-04-13 Fabiano Pecorelli , Giovanni Grano , Fabio Palomba , Harald C. Gall , Andrea De Lucia

Generating fake data is an essential dimension of modern software testing, as demonstrated by the number and significance of data faking libraries. Yet, developers of faking libraries cannot keep up with the wide range of data to be…

Software Engineering · Computer Science 2024-06-26 Benoit Baudry , Khashayar Etemadi , Sen Fang , Yogya Gamage , Yi Liu , Yuxin Liu , Martin Monperrus , Javier Ron , André Silva , Deepika Tiwari

Relational database applications are notoriously difficult to test and debug. Concurrent execution of database transactions may violate complex structural invariants that constraint how changes to the contents of one (shared) table affect…

Programming Languages · Computer Science 2019-08-16 Kia Rahmani , Kartik Nagar , Benjamin Delaware , Suresh Jagannathan

Despite its massive popularity as a programming language, especially in novel domains like data science programs, there is comparatively little research about fault localization that targets Python. Even though it is plausible that several…

Software Engineering · Computer Science 2024-10-03 Mohammad Rezaalipour , Carlo A. Furia

Background: Code cloning - copying and reusing pieces of source code - is a common phenomenon in software development in practice. There have been several empirical studies on the effects of cloning, but there are contradictory results…

Software Engineering · Computer Science 2016-11-28 Stefan Wagner , Asim Abdulkhaleq , Kamer Kaya , Alexander Paar

There is an increasing amount of research and commercial tools for automated test case generation using Large Language Models (LLMs). This paper critically examines whether recent LLM-based test generation tools, such as Codium CoverAgent…

Software Engineering · Computer Science 2024-12-19 Noble Saji Mathews , Meiyappan Nagappan

Test case maintainability is an important concern, especially in open source and distributed development environments where projects typically have high contributor turnover with varying backgrounds and experience, and where code ownership…

Software Engineering · Computer Science 2019-10-01 Danielle Gonzalez , Joanna C. S. Santos , Andrew Popovich , Mehdi Mirakhorli , Mei Nagappan

Large language models have become proficient at generating functional code, but ensuring the output truly matches the programmer's intent remains difficult. Testing improves trust, yet for safety-critical applications, formal verification…

Software Engineering · Computer Science 2026-02-03 Mantas Baksys , Stefan Zetzsche , Olivier Bouissou , Remi Delmas , Soonho Kong , Sean B. Holden

We present FLUKE (Framework for LingUistically-driven and tasK-agnostic robustness Evaluation), a framework for assessing model robustness through systematic minimal variations of test data. FLUKE introduces controlled variations across…

Computation and Language · Computer Science 2026-02-23 Yulia Otmakhova , Hung Thinh Truong , Rahmad Mahendra , Zenan Zhai , Rongxin Zhu , Daniel Beck , Jey Han Lau

As software systems continue to grow in complexity, testing has become a fundamental part of ensuring the quality and reliability of software products. Yet, software testing is still often perceived, both in industry and academia, as a…

Software Engineering · Computer Science 2025-07-29 Davi Gama Hardman , Cesar França , Brody Stuart-Verner , Ronnie de Souza Santos

Test effectiveness refers to the capability of a test suite in exposing faults in software. It is crucial to be aware of factors that influence this capability. We aim at inferring the causal relationship between the two factors (i.e.,…

Software Engineering · Computer Science 2023-03-20 Alireza Aghamohammadi , Seyed-Hassan Mirian-Hosseinabadi

Recent studies have adopted pre-trained language models, such as CodeT5 and CodeGPT, for automated program generation tasks like code generation, repair, and translation. Numerous language model-based approaches have been proposed and…

Software Engineering · Computer Science 2024-01-09 Yue Liu , Chakkrit Tantithamthavorn , Yonghui Liu , Li Li

Mutation testing is used to evaluate the effectiveness of test suites. In recent years, a promising variation called extreme mutation testing emerged that is computationally less expensive. It identifies methods where their functionality…

Software Engineering · Computer Science 2022-04-15 Maik Betka , Stefan Wagner

Systematic differences in experimental materials, methods, measurements, and data handling between labs, over time, and among personnel can sabotage experimental reproducibility. Uncovering such differences can be difficult and time…

Applications · Statistics 2018-07-18 Bert Gunter

Program verifiers are not exempt from the bugs that affect nearly every piece of software. In addition, they often exhibit brittle behavior: their performance changes considerably with details of how the input program is expressed-details…

Software Engineering · Computer Science 2018-05-10 Yu-Ting Chen , Carlo A. Furia

Test smells, similar to code smells, can negatively impact both the test code and the production code being tested. Despite extensive research on test smells in languages like Java, Scala, and Python, automated tools for detecting test…

Software Engineering · Computer Science 2024-05-08 Partha P. Paul , Md Tonoy Akanda , M. Raihan Ullah , Dipto Mondal , Nazia S. Chowdhury , Fazle M. Tawsif

Software testing is an expensive process, which is vital in the industry. Construction of the test-data in software testing requires the major cost and to decide which method to use in order to generate the test data is important. This…

Software Engineering · Computer Science 2016-11-25 Arash Mehrmand , Robert Feldt

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

It is widely documented that the absence of a structured approach to spreadsheet engineering is a key factor in the high level of spreadsheet errors. In this paper we propose and investigate the application of Test-Driven Development to the…

Software Engineering · Computer Science 2024-12-31 Alan Rust , Brian Bishop , Kevin McDaid

Open-source third-party libraries are widely used in software development. These libraries offer substantial advantages in terms of time and resource savings. However, a significant concern arises due to the publicly disclosed…

Software Engineering · Computer Science 2025-02-12 Yi Gao , Xing Hu , Zirui Chen , Xiaohu Yang
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