Zero-shot and few-shot prompting

A zero shot prompt gives the model instructions without examples. It works best for simple, well defined tasks where the instruction is unambiguous. A few shot prompt includes 2 5 examples of the desired input output pattern, which dramatically improves performance on classification, extraction, and formatting tasks.