Few-shot Learning

Learn a new task from a handful of demonstrations a teacher would give a student.

Match expert performance from 1–3 examples on genuinely novel domain tasks.

In-context learning of NLP tasks; tool use from a single demonstration.

Tasks requiring procedural fluency rather than pattern recognition from examples.