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atlas

Don't confuse these

Few-shot prompting vs Zero-shot prompting

Why they differ

Few-shot shows the model worked examples first; zero-shot gives only the instruction.

Few-shot prompting

Prompting & generation

Showing a language model a handful of worked examples inside the request, so it copies the pattern for the new case.

Formal

A way of steering a large language model by placing several input-answer pairs in the prompt before the real input; the model picks up the task from these examples at inference time, with no change to its weights.

In plain English

Like showing a new cashier three filled-in receipts before asking them to write the fourth - they copy the layout without a lesson.

In practice

A customer service lead at a Danish webshop puts five old return notes, each followed by its reason code, above every new note, and the assistant replies with just a code in the same style.

Why it matters

It lets a team get a new task working in minutes without fine-tuning, but the examples use up space in the context window and the model may copy their odd habits too closely.

Zero-shot prompting

Prompting & generation

Asking a language model to do a task from an instruction alone, with no worked examples to copy.

Formal

A way of using a large language model in which the prompt describes the task but contains no input-answer examples, so the model must rely only on what it learned during pretraining and instruction tuning.

In plain English

Like asking an experienced florist for “something for a retirement party” without pointing at any bouquets - you rely on what they already know about such occasions.

In practice

A secretary at a Danish primary school asks a chat assistant to “translate this letter to parents into English and Ukrainian, keeping the headings” and gets usable drafts without giving any sample translations.

Why it matters

It is how most people use chat assistants and the cheapest place to start, but when the output format or judgement must be exactly right, adding examples usually helps.

Shared connections

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