Stop Saying 'Make It Better': Few-Shot Prompting Works Best With Good and Bad Examples

bigaiguy · x · 2026-10-08

A practical take on few-shot prompting: vague instructions like "make it better" or "sound more human" underperform a few well-chosen examples, which communicate style and format more efficiently than long instructions.

The advanced trick is pairing examples with counter-examples: show a good output, a bad output, ask the model to explain the differences, then generate a response following the good one and avoiding the bad one.

Caveat: examples guide the model but don't guarantee perfection.

Related event: bigaiguy's Few-Shot Prompting Thread: Examples Beat Long Descriptions(9 posts)→

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