What is the difference between Chain$-$of$-$Thought Prompting and Few$-$shot Prompting?

Chain$-$of$-$Thought Prompting involves breaking down a complex thought $($an LLM s response$)$ into intermediate steps by providing a few demonstrations to the LLM $($few$-$shot learning$),$ while Few$-$shot Prompting only provides the LLM with a few examples of the desired output.

Chain$-$of$-$Thought Prompting only provides the LLM with a few examples of the desired output, while Few$-$shot Prompting involves breaking down a complex thought $($an LLM s response$)$ into intermediate steps by providing a few demonstrations to the LLM $($few$-$shot learning$).$

Chain$-$of$-$Thought Prompting and Few$-$shot Prompting refer to the same technique

Chain$-$of$-$Thought Prompting is used for simple tasks, while Few$-$shot Prompting is used for complex tasks.