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CodeS: Natural Language to Code Repository via Multi-Layer Sketch
March 26, 2024, 4:51 a.m. | Daoguang Zan, Ailun Yu, Wei Liu, Dong Chen, Bo Shen, Wei Li, Yafen Yao, Yongshun Gong, Xiaolin Chen, Bei Guan, Zhiguang Yang, Yongji Wang, Qianxiang W
cs.CL updates on arXiv.org arxiv.org
Abstract: The impressive performance of large language models (LLMs) on code-related tasks has shown the potential of fully automated software development. In light of this, we introduce a new software engineering task, namely Natural Language to code Repository (NL2Repo). This task aims to generate an entire code repository from its natural language requirements. To address this task, we propose a simple yet effective framework CodeS, which decomposes NL2Repo into multiple sub-tasks by a multi-layer sketch. Specifically, …
abstract arxiv automated code cs.ai cs.cl cs.se development engineering generate language language models large language large language models layer light llms natural natural language performance software software development software engineering tasks type via
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