If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers

...Specifically, beyond enhancing LLMs in code generation, we observe that these unique properties of code help (i) unlock the reasoning ability of LLMs, enabling their applications to a range of more complex natural language tasks;