Model Deep Dives · Published 2026-10-22
Why Few-Shot Examples Often Poison Reasoning Models (And What to Do Instead)
When examples clarify a task, when they introduce distractions, and how to evaluate the difference.
By AURE Editorial Team
Examples are instructions too
A model may copy unintended details from an example. Keep examples representative, explain what matters, and avoid examples that contain confusing or accidental patterns.
Compare against a baseline
Test the same task with no examples and with a small number of carefully chosen examples. Keep the approach that produces the more useful and reliable result.
Turn the idea into a structured prompt
Use AURE to draft a clearer prompt, then review it before sending it to your target AI tool.
Try AURE →