Testing and Reinforcement Learning - A Structured Literature Review DOI

Shahzad Nayab,

Franz Wotawa

Published: July 1, 2024

Language: Английский

Assertions in software testing: survey, landscape, and trends DOI Creative Commons
Masoumeh Taromirad, Per Runeson

International Journal on Software Tools for Technology Transfer, Journal Year: 2025, Volume and Issue: unknown

Published: April 22, 2025

Language: Английский

Citations

0

Unit Test Generation Using Large Language Models: A Systematic Literature Review DOI Creative Commons

Dovydas Marius Zapkus,

Asta Slotkienė

Vilnius University Open Series, Journal Year: 2024, Volume and Issue: unknown, P. 136 - 144

Published: May 13, 2024

Unit testing is a fundamental aspect of software development, ensuring the correctness and robustness code implementations. Traditionally, unit tests are manually crafted by developers based on their understanding its requirements. However, this process can be time-consuming, errorprone, may overlook certain edge cases. In recent years, there has been growing interest in leveraging large language models (LLMs) for automating generation tests. LLMs, such as GPT (Generative Pre-trained Transformer), CodeT5, StarCoder, LLaMA, have demonstrated remarkable capabilities natural tasks. By using researchers aim to develop techniques that automatically generate from snippets or specifications, thus optimizing process. This paper presents literature review articles use LLMs test It also discusses history most commonly used parameters, including first time they The result study tasks increasing popularity domain, indicating great promise future LLMs.

Language: Английский

Citations

1

An intelligent test management system for optimizing decision making during software testing DOI
Albin Lönnfält, Viktor Tu, Gregory Gay

et al.

Journal of Systems and Software, Journal Year: 2024, Volume and Issue: 219, P. 112202 - 112202

Published: Sept. 6, 2024

Language: Английский

Citations

1

Proceedings of the Conference "Lithuanian MSc Research in Informatics and ICT" DOI Creative Commons
Jolita Bernatavičienė, Gintautas Dzemyda, Olga Kurasova

et al.

Vilnius University Open Series, Journal Year: 2024, Volume and Issue: unknown, P. 1 - 161

Published: May 9, 2024

The conference "Lithuanian MSc Research in Informatics and ICT" is a venue to present research of Lithuanian BSc theses informatics ICT. aim the event raise skills other students, familiarize themselves with encourage their interest scientific activities. Students from Vytautas Magnus University, Vilnius Gediminas Technical University gave presentations at conference.

Language: Английский

Citations

0

Testing and Reinforcement Learning - A Structured Literature Review DOI

Shahzad Nayab,

Franz Wotawa

Published: July 1, 2024

Language: Английский

Citations

0