← All questions
AgentsMedium· In-Context Learning· Prompt Engineering

You have eight few-shot examples. Does their order matt...

With eight examples, there are 8! (40,320) possible arrangements, and research shows performance can swing from near-chance to state-of-the-art based on permutation. Do not attempt to search the entire space. Instead, use a content-free probe to analyze the model’s internal bias. Additionally, be aware of recency bias, where the last slot in the prompt often has the most influence on the model’s output.

Code playground (Python)