Introduces a 1.2-million-character narrative dataset from 92 residents, benchmarks 18 LLMs on fidelity with life-history profiles, and presents curriculum-LoRA as a low-cost personalization method that matches high-fidelity baselines at 10x lower token cost.
User behavior simulation with large language model- based agents.ACM Transactions on Information Systems, 43(2):1–37, 2025
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Benchmarking LLMs for Community Governance Simulation with Life-history Narratives
Introduces a 1.2-million-character narrative dataset from 92 residents, benchmarks 18 LLMs on fidelity with life-history profiles, and presents curriculum-LoRA as a low-cost personalization method that matches high-fidelity baselines at 10x lower token cost.