A three-stage multi-agent system with reflective chain-of-thought, learned layout generation, and iterative visual critique outperforms prior document-to-slide methods on content, coherence, and design metrics, alongside a preference-based evaluator (PREVAL) that reportedly correlates with human…
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Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis
A three-stage multi-agent system with reflective chain-of-thought, learned layout generation, and iterative visual critique outperforms prior document-to-slide methods on content, coherence, and design metrics, alongside a preference-based evaluator (PREVAL) that reportedly correlates with human…