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Kun-Peng Liu

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#natural language process... Preprint Sep 2026

From Reading Code to Reading Spec: A Verified Layer for LLM-Driven Codebase Maintenance

The rapid growth of LLM-generated code increases software complexity and the maintenance burden on engineers. While LLMs offer a potential automated alternative, this structural complexity hinders their ability to manage codebases directly. We introduce the Provable Representation Of Original Functionality (PROOF), whi...

XinHao Zhang, Jing-Jie Lu, Kun-Peng Liu et al. · 0 citations

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