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Prompt Politeness Affects LLM Accuracy

a day ago
  • #politeness effect
  • #model accuracy
  • #LLM prompting
  • A study investigated how prompt politeness affects LLM accuracy on multiple-choice questions.
  • Using ChatGPT 4o, 50 base questions in math, science, and history were rewritten into five politeness variants.
  • Contrary to expectations, impolite prompts outperformed polite ones, with Very Rude prompts achieving 84.8% accuracy.
  • This contrasts with earlier studies linking rudeness to poorer outcomes, suggesting newer LLMs respond differently to tone.
  • The findings highlight the importance of studying pragmatic aspects of prompting and social dimensions in human-AI interaction.