Quality Assurance Tasks

Quality Assurance Tasks

What is Quality Assurance?

Published on Sep 17, 2024

Overview Quality Assurance (QA) is the second variety of Supervision tasks. These tasks occur after submissions are completed, and therefore do not affect the speed in which a submission flows through the system. It is important ...

Field Identification Quality Assurance

Published on Sep 17, 2024

Field Identification QA tasks are specific to Semi-structured documents. All fields’ occurrences and bounding boxes are eligible for Field Identification QA sampling. To start a Field Identification QA task, follow these steps: Go to T...

Scoring Field Identification Accuracy

Published on Sep 17, 2024

In order for the system to score the accuracy of the machine or a data keyer, a field must first achieve Quality Assurance (QA) consensus; consensus means that two identifications for the field must be matching. In other words, when the field ...

Scoring Field Output Accuracy

Published on Sep 17, 2024

Field Output Accuracy is scored based on the transcription that was output. For Structured documents, the Field Output Accuracy is measured on the transcription output regardless of whether it is a human or machine entry. For ...

Table Identification Quality Assurance

Published on Oct 17, 2024

Table Identification QA tasks are specific to Semi-structured documents with tables. Table Identification QA tasks are part of the Identification QA task queue in Tasks > Perform Tasks . Note that Field Identification QA tasks are also lo...

Transcription Quality Assurance

Published on Sep 17, 2024

Transcription QA tasks ask you to transcribe fields and table cells. This task is identical to the Transcription Supervision task and entails typing the contents of a field or a table cell into the system. Transcription QA tasks To start a Tr...

Transcription Accuracy and Automation

Published on Sep 17, 2024

Overview Accuracy is the proportion of data where machine predictions are correct. These predictions match the actual value that the data represents. To understand what the true value of a piece of data is, the machine uses Quality Assurance tas...

Scoring Transcription Accuracy

Published on Sep 17, 2024

Similar to Field ID QA, the machine measures transcription accuracy by establishing Quality Assurance (QA) consensus; consensus means that two entries for a given field must have matching normalized transcriptions. In other words, when th...

Model Validation Tasks

Published on Sep 17, 2024

Model Validation Tasks (MVTs) improve the Document Classification, Field Identification, and Table Identification automation rates. During model training, a model can make high-confidence predictions that are incorrect. To minimize incorrect predict...