A gamified system with multiple LLM agents of varied personalities gathers interaction data to produce more effective and interpretable Big Five personality assessments than single-context methods.
Can chatgpt assess hu- man personalities? a general evaluation framework,
4 Pith papers cite this work. Polarity classification is still indexing.
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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.
ADAM uses personality-guided LLM augmentation and cross-lingual attention distillation to raise balanced accuracy on multilingual personality recognition to 0.6332 on Essays and 0.7448 on Kaggle, outperforming standard BCE loss.
Personality specifications dominate AI agent social behaviors such as response length more than model choice or operational rules in a controlled deployment study.
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Behavioral Determinants of Deployed AI Agents in Social Networks: A Multi-Factor Study of Personality, Model, and Guardrail Specification
Personality specifications dominate AI agent social behaviors such as response length more than model choice or operational rules in a controlled deployment study.