@Mark Anderson With respect to contract number, Have you added a field during training to train your model to extract the number field from the document at the location where the number is printed or written? If you use a field and label the text that needs to be extracted, then the number should be available as value of the field.
For other issues with extraction, based on visual inspection I think the handwritten content is not totally clear and this may be the case that the OCR and Document intelligence model thinks the content to be "215" instead of "21st" for the date field and the name of contractor as "Art Student". For the name, it looks like the letters "F" and "I" are together and looks like an "A" and similarly "R" and "S" are also together and looks like a lower case "r". I would try to use a different document with the words a bit clearly distinguishable to check the accuracy of the extraction.
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