The LLM Economist framework couples persona-conditioned worker agents with an in-context RL planner to search US-bracket tax schedules, yet its Saez benchmark is derived from the planner's own solution and its headline welfare gain is contradicted by Figure 5.
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LLM Economist: Large Population Models and Mechanism Design in Multi-Agent Generative Simulacra
The LLM Economist framework couples persona-conditioned worker agents with an in-context RL planner to search US-bracket tax schedules, yet its Saez benchmark is derived from the planner's own solution and its headline welfare gain is contradicted by Figure 5.