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Current LLM judges show a troubling reliability gap in long-form evaluations, raising questions about their effectiveness in real-world applications.
Injecting demographic attributes directly into LLM hidden states can drastically improve the diversity and realism of public opinion simulations.
LLMs still can't convincingly mimic human personas, especially when it comes to syntactic style and memory, despite advancements in other areas.