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Big5-Scaler: Controllable LLM Personality Prompts

Updated 8 July 2026
  • Big5-Scaler is a prompt-based framework that embeds explicit numeric values to condition LLM behavior along the Big Five (Openness, Conscientiousness, Extraversion, Agreeableness, Neuroticism) without additional training.
  • It offers three prompt types—simple, specific, and simspec—to enable scalable and reliable personality modulation, with concise prompts and lower intensity values often yielding the best performance.
  • Empirical evaluations across multiple LLMs demonstrate strong linearity between assigned trait values and behavioral outputs, validating its practical utility in dialogue generation and agent deployment.

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