Presents resident narrative dataset, benchmarks 18 LLMs on life-history prompting, proposes curriculum-LoRA for low-cost personalization matching high-fidelity baselines, and integrates into closed-loop policy evaluation system.
User behavior simulation with large language model- based agents.ACM Transactions on Information Systems, 43(2):1–37
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Benchmarking LLMs for Community Governance Simulation with Life-history Narratives
Presents resident narrative dataset, benchmarks 18 LLMs on life-history prompting, proposes curriculum-LoRA for low-cost personalization matching high-fidelity baselines, and integrates into closed-loop policy evaluation system.