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cs.CL 1

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2025 1

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CONDITIONAL 1

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Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis

cs.CL · 2025-07-17 · conditional · novelty 5.0

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 cs.CL · 2025-07-17 · conditional · none · ref 4

    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…