Aspects of the present invention provide devices that process payroll tax notices by extracting payroll tax notice attributes and named entities from text of a payroll tax notice document using natural language processing, named entity recognition, and the labels of entities identified by way of machine comprehension. The devices generate a structured payroll tax notice summary based on the extracted payroll tax notice attributes and user context that identify a receiving taxed entity, a tax jurisdiction, and a taxing agency.