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U-DOP: Universal Document Processing for Text, Image, and Layout Generation
Text to image generation is now being used for infilling or in-pinting./nUniversal Document Processing (U-DOP) involves complex layouts with text, images, and tables./nThe UDAB model achieves state-of-the-art performance on the DUE benchmark for document understanding tasks./nThe model unifies text, image, vision, and layout by using joint pre-training objectives./nThe model makes layout information explicit and learns to predict the location of text on documents./nThe model can edit documents and generate new content while maintaining the same format or handwriting./nEditing and generating content improves the model's understanding of the input.