<ul><li>Testing in software development is crucial, and automating test generation is challenging for achieving high coverage.</li><li>CoverUp is a new method proposed to enhance the creation of high-coverage Python regression tests through a combination of coverage analysis, code context, and iterative feedback.</li><li>The prototype implementation of CoverUp was tested on challenging code from open-source Python projects, outperforming existing tools like CodaMosa and MuTAP in achieving better line and branch coverage.</li><li>CoverUp's success is attributed to the efficient utilization of its components rather than just the LLM algorithm used for test generation.</li></ul>

CoverUp: Effective High Coverage Test Generation for Python

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