Software Testing with Generative AI
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Oracle and test adequacy problems for GenAI systems remain open for us as a community to solve. II. GENERATIVE AI. GenAI is a subset of artificial intelligence
Jul 25, 2025 o The tester learns the process to fine-tune LLMs for software test tasks. Page 12. Certified Tester Specialist Level Syllabus Testing with
Navigating the labyrinth of software testing, from the relentless pursuit of evasive bugs to orchestrating complex test matrices, takes resilience among
Jan 27, 2025 trustworthy testing solutions. Keywords: Artificial Intelligence; Generative AI; Large Language Models (LLMs Software Testing; Test Automation
Apr 8, 2025 Automated Test Script Generation. Use Generative AI to automatically generate meaningful automation from written test cases. Autonomous Testing
Keywords, Generative AI, Automated Software Testing, Test Case Generation, AI-Powered. Test Automation, GPT-4 in Testing, CodeT5, Codex. Introduction. Software
Industries across various sectors are increasingly adopting generative AI – a sub-branch of AI which can create content similar to human generated output
Recent breakthroughs in AI technologies have motivated researchers to develop new testing paradigms. LLMs (e.g Generative Pre-trained Transformer (GPT 4
Key benefits include reduced manual effort (reported by 85% of users) and improved test coverage (70 while challenges such as tool costs (75 skill gaps (
ABSTRACT. Generative Artificial Intelligence (GenAI) is transforming software development processes, including test and evaluation (T&E From
The pressure is on for IT leaders to integrate AI/ML and generative AI into a variety of business processes, including software delivery, application
The qualification is intended for anyone involved in using generative AI for software testing, including testers, test analysts, test automation engineers
LLM-Assisted Test Automation: A Cognitive. Software Testing Framework Using Generative AI. Cagri Temel, IEEE Senior Member. Department of Computer Science
Jun 19, 2025 The results show that software testers are increasingly adopting Generative AI tools for tasks such as test case generation, automation, and
Artificial Intelligence (AI) is revolutionizing various industries, including software testing. AI techniques like machine learning, natural language processing
Additional Key Words and Phrases: Generative AI, Large Language Models, Technology Adaption, Empirical. Software Engineering. ACM Reference Format: Daniel Russo
This paper investigates the application of generative. AI tools, specifically ChatGPT and Gemini, for automating test case generation in software testing. By
Abstract—The rapid evolution of artificial intelligence. (AI) has revolutionized software testing, enabling automation, efficiency, and accuracy in quality
Jul 6, 2026 Software developers increasingly turn to Generative AI (GenAI) to generate unit tests. Moreover, they can interact with GenAI in different ways