Abstract: Embodiments for processing electronic documents for invoice recognition are disclosed. A method of the disclosure includes receiving, using a processing device, an image of an invoice for at least one purchase order; identifying, using the processing device, a portion of the image comprising a tabular structure having a plurality of records, the tabular structure storing data representing a plurality of order items of the at least one purchase order, the plurality of order items having a plurality of data fields, wherein each order item comprises one or more of the plurality of records and one or more of the plurality of data fields; and recognizing, using the processing device, the plurality of order items in the image of the invoice.