Point of Order: Action-Aware LLM Persona Modeling for Realistic Civic Simulation

Researchers developed a reproducible pipeline to transform public Zoom recordings into speaker-attributed transcripts for training LLMs to simulate realistic civic deliberations. The method achieved 67% reduction in perplexity and nearly doubled performance metrics, with human evaluations showing simulations often indistinguishable from real government meetings.