Type-aware LLM-based Test Generation for Python Programs
Published in ACM Transactions on Software Engineering and Methodology • Jul 21, 2026
Authors:,,
RunLin Liu
Zhe Zhang
Yunge Hu
Abstract
Automated test generation has been extensively explored, yet generating high-quality tests for Python programs remains particularly challenging. Because of Python’s dynamic typing features, existing approaches, ranging from search-based software testing (SBST) to recent LLM-driven techniques, are of...
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