Instructions and context without worked examples—fast to iterate, but less precise than few-shot for niche formats.
Zero-shot prompting relies on the model’s prior behavior: clear constraints, roles, and output schemas matter. It contrasts with few-shot prompting, where you include demonstrations.
When to prefer each
Zero-shot for exploration and tight context windows; few-shot when a small example teaches the shape better than prose.
