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[AAAI'22] DOC2PPT DOC2PPT: Automatic Presentation Slide Deck Generation from Documents Tsu-Jui Fu 1 William Yang Wang 1 Daniel McDuff 2 Yale Song 2 1 UC Santa Barbara 2 Microsoft Research AAAI Conference on Artificial Intelligence ( AAAI ) 2022 [Paper] [Dataset] [Qualitative Examples] Abstract Creating presentation materials requires complex multimodal reasoning skills to summarize key concepts and arrange them in a logical and visually pleasing manner. Can machines learn to emulate this laborious process? We present a novel task and approach for document-to-slide generation. Solving this involves document summarization, image and text retrieval, and slide structure to arrange key elements in a form suitable for presentation. We propose a hierarchical sequence-to-sequence approach to tackle our task in an end-to-end manner. Our approach exploits the inherent structures within documents and slides and incorporates paraphrasing a...
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