Chain-of-thought is not the same with direct prompting. Step by step is better.
> Experiments on three large language models show that chain of thought prompting improves performance on a range of arithmetic, commonsense, and symbolic reasoning tasks. The empirical gains can be striking.
It’s cobbling together an explanation from texts that explain how to solve a problem. It’s like a student who copies an answer, then copies the explanation as well.