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PreGenie: An Agentic Framework for High-quality Visual Presentation Generation

  • Visual presentations are essential for effective communication, but automated generation using deep learning has faced challenges like disorganized layouts and inaccurate text summarization.
  • To overcome these limitations, a new agentic and modular framework called PreGenie has been introduced.
  • PreGenie leverages multimodal large language models (MLLMs) to create high-quality visual presentations in two stages: Analysis and Initial Generation, and Review and Re-generation.
  • Experiments show that PreGenie excels in aesthetics, content consistency, and alignment with human design preferences compared to existing models.

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