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Explore the intersection of large language models and software engineering, delving into enhancements in genetic improvement mutations, automated bug fixing performance evaluation using ChatGPT, and the advancements and challenges of universal fuzzing. TLDR: The paper examines the impact of large language models on software engineering, covering topics such as enhancing genetic improvement mutations, evaluating ChatGPT's automatic bug fixing performance, and exploring the advancements and challenges of universal fuzzing.
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