The present disclosure provides generally for a system and method for generating and processing training data, such as when access to training data for a form may be insufficient to effectively train an artificial entity to process the associated form. According to the present disclosure, a computer system may identify and distinguish between content data and background data from a small set of data, such as a handful of authentic forms. The computer system may remove unwanted text, noise, or other portions of an image to create an empty, blank, or scrubbed form with no data. The system may generate training examples or synthetic data from this form, which may be incorporated into training data. In some embodiments, the synthetic data may be generated into a form. The computer system may synthetically generate variations in the original form to simulate variations that may exist with expected incoming data.