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IRLab, CITIC, Universidade da Coruña
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Naive RAG evaluations can be misleading: topic sampling significantly impacts observed position effects, and idealized setups often fail to reflect real-world performance.
Stop trusting LLM-as-a-judge for persona simulation: Eval4Sim offers a grounded alternative by benchmarking against human conversational patterns across adherence, consistency and naturalness.