Staff accidentally include a sarcastic sample notice; the model copies the sarcasm onto official snow-route delay letters. What does that show about few-shot technique?
Select an answer to reveal the explanation.
Short Explanation
Think of a sarcastic sample that leaks onto official snow-route letters. Example quality is the technique. Bad examples become bad behavior.
Full Explanation
When a sarcastic sample notice leaks into official snow-route delay letters, it demonstrates that example quality is part of few-shot technique: the model imitates what it is shown. Bad examples become bad behavior—tone, policy posture, humor, and formality transfer along with format. Few-shot is not only 'add examples'; it is 'add the right examples' that match the civic voice the public expects on snow routes.
Claiming few-shot examples never affect tone is false; demonstration content is highly influential on style and register. Official letters do not magically ignore samples—the whole point of few-shot is that samples steer outputs toward the demonstrated pattern. Sarcasm in a sample is a prompt effect, not a weight update; removing or replacing the bad example corrects the behavior without a training job.
Exam caveat: review examples whenever policy or audience changes; yesterday's witty internal draft can become tomorrow's public-facing incident if it remains in the few-shot block used for resident notices.
Operational check: maintain an approved-example library with tone review, regenerate snow-route letters after removing the sarcastic sample, and require a second staff pass whenever new few-shot cards are added to production prompts.