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Introduces RosettaSim, a framework that uses structured autoregressive modeling for long-term traffic simulation, achieving state-of-the-art performance on the Waymo Open Sim Agent Challenge. Also proposes Retrieval-based Traffic Evaluation (RTE) for better long-horizon fidelity assessment.