few-shot

Definition

Solving a task from a handful of demonstrations. For large language models this happens in-context: the examples go in the prompt and no weights change, which is what made task-specific data collection optional. It sits between zero-shot, where no examples are given, and fine-tuning, where many examples update parameters. The count is usually written as k-shot.