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code structure awareness

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Data Party THU
Data Party THU
Jul 30, 2026 · Artificial Intelligence

How Code-Structure-Aware Methods Strengthen Large Language Models for Programming

The UC Berkeley 2025 PhD thesis by Linyuan Gong demonstrates that large language models for code must learn program structure—legal positions, complete units, and semantic constraints—through a series of code‑structure‑aware techniques, improving translation, completion, repair, and generation tasks.

ASTcode completioncode large language models
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How Code-Structure-Aware Methods Strengthen Large Language Models for Programming