The Butterfly Effect of Prompts: How Small Changes Affect LLM Performance

Do variations in prompt change the ultimate decision of the LLM? Using a series of prompt variations across a variety of text classification tasks, we show how even the smallest of perturbations, such as adding a space at the end of a prompt, can change an LLM's answer.

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