Labeling and exporting multi-page documents assumes each document represents a single logical document. However, keep in mind that this is a major change from previous releases where each page was labelled separately. This closely reflects the behavior at run time in the RPA workflow and enables Evaluation Pipelines in AI Center to produce realistic scores reflecting the real run time performance of the ML models. Consequently, fields in the sidebar have a single value for the entire document. Starting with the 2021.10 release, Document Manager supports labeling multi-page documents. This takes much longer to verify for each field, but it is the only way you get a reliable metric of the accuracy of the ML model you are building. It is important that the correct text is filled into the fields in the sidebar (or the top bar for Column fields). When you import a dataset and you check the Make this an Evaluation set checkbox on the Import Data dialog, then that dataset is ignored by Training Pipelines in AI Center and used only by Evaluation Pipelines.
Consequently, they should not be labelled both as total amount but only the one whose meaning is to represent the total amount. For instance, on some invoices which carry no tax, the net amount and the total amount have the same value. What counts is the meaning of the value, not the value itself. This is useful because in some cases, if there is an OCR error or the layout is different and one field cannot be identified, the model can still identify the other occurrences. In this situation, all three occurrences would be labelled. It often appears at the top, within a line item list in the middle, or in a payslip at the bottom, which can be detached and sent in the mail with the check. These should all be labelled, as long as they have the same meaning.įor instance, the total amount for utility bills. There are many situations where a field appears in multiple places in the same document or even on the same page. Fields that occur multiple times on the same document
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