In this paper, we present DUBLIN, a pixel based model for visual document understand ing that does not rely on OCR.DUBLIN is pretrained on a
large corpus of document images with novel
tasks that enhance its visual and linguistic abil ities.Our model demonstrates the
potential of OCR-free document processing
and opens new avenues for applications and
research.