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[2407. 18416] PersonaGym: Evaluating Persona Agents and LLMs We introduce PersonaGym, the first dynamic evaluation framework for persona agents, and PersonaScore, a human-aligned automatic metric grounded in decision theory that enables comprehensive large-scale evaluation
PersonaGym: Evaluating Persona Agents and LLMs What is PersonaGym? PersonaGym is the first dynamic evaluation framework for persona agents As part of PersonaGym, we evaluate persona agents on the tasks of Action Justification, Expected Action, Linguistic Habits, Persona Consistency, and Toxicity Control
PersonaGym: Evaluating Persona Agents and LLMs - ACL Anthology Persona agents, which are LLM agents conditioned to act according to an assigned persona, enable contextually rich and user-aligned interactions across domains like education and healthcare However, evaluating how faithfully these agents adhere to their personas remains a significant challenge, particularly in free-form settings that demand
PersonaGym: Evaluating Persona Agents and LLMs - arXiv. org We propose PersonaGym, the first dynamic evaluation framework for persona agents PersonaGym enables large-scale, multi-dimensional, and targeted evaluation of any arbitrary persona agent assigned to any arbitrary persona
Paper page - PersonaGym: Evaluating Persona Agents and LLMs We introduce PersonaGym, the first dynamic evaluation framework for assessing persona agents, and PersonaScore, the first automated human-aligned metric grounded in decision theory for comprehensive large-scale evaluation of persona agents