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Related papers: Automated Test Case Generation using Petri Nets

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Recently, using Large Language Models (LLMs) to generate optimization models from natural language descriptions has became increasingly popular. However, a major open question is how to validate that the generated models are correct and…

Artificial Intelligence · Computer Science 2026-04-07 Alexander Zadorojniy , Segev Wasserkrug , Eitan Farchi

Software testing is aimed to improve the delivered reliability of the users. Delivered reliability is the reliability of using the software after it is delivered to the users. Usually the software consists of many modules. Thus, the…

Software Engineering · Computer Science 2017-01-17 Ping Cao , Zhao Dong , Ke Liu , Kai-Yuan Cai

Recent advances in large language models for test case generation have improved branch coverage via prompt-engineered mutations. However, they still lack principled mechanisms for steering models toward specific high-risk execution…

Software Engineering · Computer Science 2026-04-21 Khang Tran , Khoa Nguyen , Cristian Borcea , NhatHai Phan

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…

Software Engineering · Computer Science 2012-04-03 T. R. Gopalakrishnan Nair , V. Suma , Pranesh Kumar Tiwari

One of the critical phases in software development is software testing. Testing helps with identifying potential bugs and reducing maintenance costs. The goal of automated test generation tools is to ease the development of tests by…

Software Engineering · Computer Science 2023-09-01 Arghavan Moradi Dakhel , Amin Nikanjam , Vahid Majdinasab , Foutse Khomh , Michel C. Desmarais

Nowadays, deployment of distributed systems sets high requirements for procedures and tools for the complex testing of these systems - virtualization and cloud technologies make another level of system complexity. As a possible solution, it…

Software Engineering · Computer Science 2014-10-08 Andrey A. Shchurov

Modern software projects include automated tests written to check the programs' functionality. The set of functions invoked by a test is called the trace of the test, and the action of obtaining a trace is called tracing. There are many…

Software Engineering · Computer Science 2019-09-10 Eyal Hadad , Roni Stern

Large Language Models (LLMs) have shown tremendous promise in automated software engineering. In this paper, we investigate the opportunities of LLMs for automatic regression test generation for programs that take highly structured,…

Software Engineering · Computer Science 2025-01-22 Jing Liu , Seongmin Lee , Eleonora Losiouk , Marcel Böhme

Automotive software testing continues to rely largely upon expensive field tests to ensure quality because alternatives like simulation-based testing are relatively immature. As a step towards lowering reliance on field tests, we present…

Software Engineering · Computer Science 2021-07-16 Dhasarathy Parthasarathy , Anton Johansson

Software quality assurance has been a heated topic for several decades. If factors that influence software quality can be identified, they may provide more insight for better software development management. More precise quality assurance…

Software Engineering · Computer Science 2015-07-27 Jie Xu , Danny Ho , Luiz Fernando Capretz

The latest paradigm shift in software development brings in the innovation and automation afforded by Large Language Models (LLMs), showcased by Generative Pre-trained Transformer (GPT), which has shown remarkable capacity to generate code…

Software Engineering · Computer Science 2024-06-12 Xiaoyin Wang , Dakai Zhu

Trading systems are software platforms that support the exchange of securities (e.g., company shares) between participants. In this paper, we present a method to search for deviations in trading systems by checking conformance between…

Software Engineering · Computer Science 2022-11-01 Julio C. Carrasquel , Irina A. Lomazova

This paper investigates the application of large language models (LLM) in the domain of mobile application test script generation. Test script generation is a vital component of software testing, enabling efficient and reliable automation…

Software Engineering · Computer Science 2023-09-26 Shengcheng Yu , Chunrong Fang , Yuchen Ling , Chentian Wu , Zhenyu Chen

Solutions proposed for the longstanding problem of automatic decomposition of Petri nets into concurrent processes, as well as methods developed in Grenoble for the automatic conversion of safe Petri nets to NUPNs (Nested-Unit Petri Nets),…

Logic in Computer Science · Computer Science 2021-01-22 Hubert Garavel

In embedded control systems, the potential risks of software defects have been increasing because of software complexity which leads to, for example, timing related problems. These defects are rarely found by tests or simulations. To detect…

Logic in Computer Science · Computer Science 2013-01-03 Masahiro Matsubara , Kohei Sakurai , Fumio Narisawa , Masushi Enshoiwa , Yoshio Yamane , Hisamitsu Yamanaka

The increasing popularity of large language models (LLMs) has paved the way for their application in diverse domains. This paper proposes a benchmarking framework tailored specifically for evaluating LLM performance in the context of…

Machine Learning · Computer Science 2023-12-12 Mingjie Liu , Nathaniel Pinckney , Brucek Khailany , Haoxing Ren

Automated regression test generation has been extensively explored, yet generating high-quality tests for Python programs remains particularly challenging. Because of the Python's dynamic typing features, existing approaches, ranging from…

Software Engineering · Computer Science 2025-10-23 Runlin Liu , Zhe Zhang , Yunge Hu , Yuhang Lin , Xiang Gao , Hailong Sun

Large language models (LLMs) have shown astonishing capability of generating software code, leading to its use to support developers in programming. Proposed tools have relied either on assistants for improved auto-complete or multi-agents,…

Software Engineering · Computer Science 2026-04-10 Jorge Melegati

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…

Software Engineering · Computer Science 2026-03-03 Tanish Singla , Qusay H. Mahmoud

Artificial Intelligence (AI) is making a significant impact in multiple areas like medical, military, industrial, domestic, law, arts as AI is capable to perform several roles such as managing smart factories, driving autonomous vehicles,…

Software Engineering · Computer Science 2022-01-17 Zubair Khaliq , Sheikh Umar Farooq , Dawood Ashraf Khan
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