Question

A marketing analyst wants a large language model to generate product descriptions that always follow the same structure: a one-line headline, three bullet points, and a closing call-to-action. When given only a short instruction, the model produces descriptions in inconsistent formats. Which prompting technique should the analyst use to reliably enforce the desired output structure?

Accepted Answer

Include a few example descriptions in the prompt that demonstrate the exact desired format

Answer

Increase the model's context window size so it can remember prior conversations

Answer

Reduce the number of tokens in the instruction to make the request simpler

Answer

Retrain the foundation model on the company's entire product catalog