Papers by ppgplasticresins plasticresins
As businesses move toward smarter automation and AI-driven processes, understanding structured do... more As businesses move toward smarter automation and AI-driven processes, understanding structured documents like invoices, forms, receipts, and reports has become essential. This is where LayoutLM plays a groundbreaking role. Developed by Microsoft, LayoutLM is a document AI model that combines visual layout, text content, and positional data to extract information with impressive accuracy. It is specifically designed for understanding documents in which structure and format are just as important as the text itself. Traditional natural language processing models treat text in a linear way, focusing only on the words and their sequence. But in structured documents, layout and positioning matter significantly. For example, a date printed in the corner of an invoice or a total amount in a specific table row carries semantic weight based on where it is placed. LayoutLM incorporates this spatial layout by combining OCR text with visual features and token positions on the document image. This spatial awareness allows the model to understand the meaning of content not just by what is said, but also by where it appears.
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Papers by ppgplasticresins plasticresins