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ACM Transactions on Software Engineering and Methodology· 2026Q1

TestART: Improving LLM-based Unit Test ing via Co-evolution of A utomated Generation and R epair I t eration

Siqi Gu, Quanjun Zhang, Kecheng Li, Chunrong Fang et al.

Short summary

TestART, a novel method, improves LLM-based unit testing by co-evolving automated generation and repair, achieving an 18% higher pass rate and 20% better coverage than baselines.

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Field: Software

SoftwareComputer Science