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Framework-Aware Code Generation with API Knowledge Graph-Constructed Data: A Study on HarmonyOS

Published in ArXiv.org • Nov 29, 2025
Authors:
Mingwei Liu
,
Zheng Pei
,
Yanlin Wang

Abstract

In the context of software frameworks with limited resources (such as HarmonyOS), large language models (LLMs) often exhibit poor code generation performance because they lack sufficient exposure to such environments during pre-training. Although LLMs can usually maintain correct logical structures ...

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