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Automated test generation (ATG), which aims to reduce the cost of manual test suite development, has been investigated for decades and has produced countless techniques based on a variety of approaches: symbolic analysis, search-based,…

Software Engineering · Computer Science 2026-05-26 Rangeet Pan , Tyler Stennett , Raju Pavuluri , Nate Levin , Alessandro Orso , Saurabh Sinha

Test Coverage criteria are an essential concept for test engineers when generating the test cases from a System Under Test model. They are routinely used in test case generation for user interfaces, middleware, and back-end system parts for…

Software Engineering · Computer Science 2022-03-21 Vaclav Rechtberger , Miroslav Bures , Bestoun S. Ahmed

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…

Software Engineering · Computer Science 2021-09-27 Pierre Martou , Kim Mens , Benoît Duhoux , Axel Legay

Test cases are valuable assets for maintaining software quality. State-of-the-art automated test generation techniques typically focus on maximizing program branch coverage or translating focal methods into test code. However, in contrast…

Software Engineering · Computer Science 2026-04-24 Binhang Qi , Yun Lin , Xinyi Weng , Yuhuan Huang , Chenyan Liu , Hailong Sun , Zhi Jin , Jin Song Dong

Generalized planning aims at computing an algorithm-like structure (generalized plan) that solves a set of multiple planning instances. In this paper we define negative examples for generalized planning as planning instances that must not…

Artificial Intelligence · Computer Science 2019-11-22 Javier Segovia-Aguas , Sergio Jiménez , Anders Jonsson

As an important way of assuring software quality, software testing generates and executes test cases to identify software failures. Many strategies have been proposed to guide test-case generation, such as source-code-based approaches and…

Software Engineering · Computer Science 2025-05-08 Zhenzhen Yang , Rubing Huang , Chenhui Cui , Nan Niu , Dave Towey

The testing phase is an essential part of software development, but manually creating test cases can be time-consuming. Consequently, there is a growing need for more efficient testing methods. To reduce the burden on developers, various…

Software Engineering · Computer Science 2025-12-15 Sasara Shimizu , Yoshiki Higo

The process of testing any software system is an enormous task which is time consuming and costly. The time and required effort to do sufficient testing grow, as the size and complexity of the software grows, which may cause overrun of the…

Software Engineering · Computer Science 2012-06-05 Ranjita Kumari Swain , Prafulla Kumar Behera , Durga Prasad Mohapatra

Software developed using modern agile practices delivers a stream of software versions that require continuous regression testing rather than testing once close to the delivery or maintenance phase, as assumed by classical…

Software Engineering · Computer Science 2025-11-05 Suddhasvatta Das , Kevin Gary

Case studies are a popular and noteworthy type of research study in software engineering, offering significant potential to impact industry practices by investigating phenomena in their natural contexts. This potential to reach a broad…

Software Engineering · Computer Science 2024-02-14 Sergio Rico

Context: Test-driven development (TDD) is a widely employed software development practice that involves developing test cases based on requirements prior to writing the code. Although various methods for automated test case generation have…

Software Engineering · Computer Science 2025-04-02 Saranya Alagarsamy , Chakkrit Tantithamthavorn , Wannita Takerngsaksiri , Chetan Arora , Aldeida Aleti

JavaScript has become one of the most widely used languages for Web development. However, it is challenging to ensure the correctness and reliability of Web applications written in JavaScript, due to their dynamic and event-driven features.…

Software Engineering · Computer Science 2019-05-21 Pengfei Gao , Fu Song , Taolue Chen , Yao Zeng , Ting Su

In the literature, there is a rather clear segregation between manually written tests by developers and automatically generated ones. In this paper, we explore a third solution: to automatically improve existing test cases written by…

Software Engineering · Computer Science 2019-04-25 Benjamin Danglot , Oscar Luis Vera-Pérez , Benoit Baudry , Martin Monperrus

Automated unit test generation using large language models (LLMs) holds great promise but often struggles with generating tests that are both correct and maintainable in real-world projects. This paper presents KTester, a novel framework…

Software Engineering · Computer Science 2026-02-09 Anji Li , Mingwei Liu , Zhenxi Chen , Zheng Pei , Zike Li , Dekun Dai , Yanlin Wang , Zibin Zheng

In software testing, a set of test cases is constructed according to some predefined selection criteria. The software is then examined against these test cases. Three interesting observations have been made on the current artifacts of…

Software Engineering · Computer Science 2020-03-02 T. Y. Chen , S. C. Cheung , S. M. Yiu

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…

Software Engineering · Computer Science 2022-03-25 Michele Tufano , Shao Kun Deng , Neel Sundaresan , Alexey Svyatkovskiy

Computer Science course instructors routinely have to create comprehensive test suites to assess programming assignments. The creation of such test suites is typically not trivial as it involves selecting a limited number of tests from a…

Logic in Computer Science · Computer Science 2022-07-21 Filipe Marques , António Morgado , José Fragoso Santos , Mikoláš Janota

Software testing is a critical aspect of software development, yet generating test cases remains a routine task for engineers. This paper presents a benchmark, CLOVER, to evaluate models' capabilities in generating and completing test cases…

Software Engineering · Computer Science 2025-02-14 Jiacheng Xu , Bo Pang , Jin Qu , Hiroaki Hayashi , Caiming Xiong , Yingbo Zhou

The evaluation of Large Language Models (LLMs) for code generation relies heavily on the quality and robustness of test cases. However, existing benchmarks often lack coverage for subtle corner cases, allowing incorrect solutions to pass.…

Software Engineering · Computer Science 2026-02-25 Jingwei Shi , Xinxiang Yin , Jing Huang , Jinman Zhao , Shengyu Tao

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