Few-Shot Prompting: When Examples Help and When They Hurt

By C.W. Jameson · Published 5 June 2025 · Last reviewed 5 July 2025

Examples help models generalise correctly. They also anchor models to distributions you did not intend. Both effects are real.

The research behind few-shot prompting, optimal example selection strategies, and when to prefer zero-shot instead.