AI

Few-shot learning

Teaching a model a task with a handful of examples in the prompt. A prompting technique, not a page type.

Irrelevant to your H1. Relevant if you build internal graders for GEO answers.

Don’t put “few-shot” in a marketing glossary as a ranking factor. It isn’t.

Examples

  • An analyst few-shots a classifier to tag citations as Reddit vs news. That’s a good internal use.

Related terms

LLM evaluation

Measuring model quality on tasks. Internal evals for your GEO classifier are useful. Public leaderboards are weakly related to citations.
Prompt engineering

Crafting inputs to get better outputs from a model. A builder skill. Not how you make ChatGPT name your brand for other people.
Zero-shot learning

Doing a task with no examples in the prompt. Models generalize. Your weird product category may get analogized to the wrong thing.

FAQ

Few-shot my product page? +

No. Show real examples of the product, not prompt-engineering jargon.

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