Expressed personality in LLM dialogues is shaped by trait prompts, roles, and styles in trait-specific ways, with similar patterns in English and Japanese.
Illuminating the black box: A psychometric investigation into the multifaceted nature of large language models,
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
representative citing papers
A survey proposing a three-pillar framework to evaluate LLMs as tools for measuring latent psychological constructs and reviewing applications in personality and mental health.
A large synthetic dataset of police personas and SJTs is used to claim LLMs display measurable trait-consistent behavior, but the validation is internal and several headline analyses are absent from the text.
citing papers explorer
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Personality, Role, and Expressive Style in Large Language Models: An Interactionist Analysis
Expressed personality in LLM dialogues is shaped by trait prompts, roles, and styles in trait-specific ways, with similar patterns in English and Japanese.
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A Survey of Large Language Models for Perception and Measurement of Human Psychology
A survey proposing a three-pillar framework to evaluate LLMs as tools for measuring latent psychological constructs and reviewing applications in personality and mental health.
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Measure what Matters: Psychometric Evaluation of AI with Situational Judgment Tests
A large synthetic dataset of police personas and SJTs is used to claim LLMs display measurable trait-consistent behavior, but the validation is internal and several headline analyses are absent from the text.