Comments as Natural Logic Pivots: Improve Code Generation via Comment Perspective

arXiv:2404.07549v1 Announce Type: new
Abstract: Code generation aims to understand the problem description and generate corresponding code snippets, where existing works generally decompose such complex tasks into intermediate steps by prompting strategies, such as Chain-of-Thought and its variants. While these studies have achieved some success, their effectiveness is highly dependent on the capabilities of advanced Large Language Models (LLMs) such as GPT-4, particularly in terms of API calls, which significantly limits their practical applicability. Consequently, how to enhance the code …

arxiv code code generation cs.cl logic natural perspective type via