[novideogame]

I think the title is a little misleading. The main difference between this paper and CoC (Chain of Code) is that the LLM is instructed to make a plan to solve all the given instances and then code that plan in pseudocode, while in CoC the plan is to solve the single instance given.

From the paper: The main difference between THINK-AND-EXECUTE and CoC is that we use pseu- docodes which are generated to express logic shared among the tasks instances, while CoC incorporates pseudocode as part of the intermediate reasoning steps towards the solution of a given instance. Hence, the results indicate the advantages of applying pseudocode for the generation of task-level instruction over solely using them as a part of rationales.

I find the phrase "as a part of rationales" a little strange, but English is not my native language.