The ArcDeck framework uses a multi-agent system to convert academic papers into presentations via discourse trees. It replaces simple summarization with a narrative reconstruction process that preserves logical flow. Researchers also introduced ArcBench to evaluate these outputs. This approach reduces manual slide drafting for academics by automating structural layout and content refinement.