KTester

Knowledge Matters: Injecting Project and Testing Knowledge into LLM-based Unit Test Generation

arXiv:2511.14224v3 Announce Type: replace Abstract: 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 that integrates project-specific knowledge and testing domain knowledge to enhance LLM-based test generation. Our approach first extracts project structure and usage knowledge through static analysis, which...