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Does role-play prompting ('You are a senior lawyer...') actually help?

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Answer

  • Modestly, on some tasks.
  • Instruction-tuned LLMs adjust style, tone, and level of detail based on the assumed role.
  • Bigger gains: (1) 'You are a strict grader — output PASS or FAIL' improves format adherence.
  • (2) 'You are an expert in X' can nudge more domain vocabulary.
  • Diminishing returns for frontier models — they already infer expected register from context.
  • Effective for style / tone; smaller effect for capability.
Check yourself — multiple choice
  • Massive capability gains
  • Small style/tone effect + format adherence; frontier LLMs infer register anyway → minor capability boost
  • Hurts performance
  • No effect at all

Role prompting: modest style / format effect; small capability boost on frontier models.

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