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Performance Impact of Prompt Prefixes on LLM Outputs

very simple prompt prefix returned: – creative writing: 2.1x diversity, +25.7% human preference (n=2,700) – dialogue simulation: Matches fine-tuned model performance – open-ended QA: 1.9x coverage – synthetic data: +14-28% downstream math accuracy

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