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ArcDeck is a multi-agent framework that generates presentation slides from academic papers by modeling logical flow through discourse trees and iterative agent refinement, outperforming direct summarization methods. The paper introduces ArcBench, a new benchmark for evaluating paper-to-slide generation with emphasis on narrative coherence and logical structure.