Let's Revise Step-by-Step: AUnified Local Search Framework for Code Generation with LLMs Zhiyi Lyu1 Jianguo Huang1 Yanchen Deng1 Steven Hoi2 Bo An1 1 Nanyang Technological University 2 Alibaba Group