TDM for Identification Models

TDM for Identification Models

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In this article, you’ll learn how to navigate through and use Training Data Management for Identification models. Learn more about each feature in Training Data Management.

Accessing TDM for Identification models

Each identification model trained for the specific Semi-structured layout has its tab on the Model Management page (i.e., Field Identification or Table Identification). Find the type of model you want to manage by clicking on its respective tab.

You can upload or download training documents by clicking the buttons in the page's upper-right corner.

Navigating TDM for Identification models

Model Summary card

The Model summary card displays this layout's Live and Candidate models. You can see the following information:

Projected Automation chart

The Projected Automation chart displays the performance of the model that’s currently live.

The chart displays how the target accuracy affects the automation. The lower the accuracy, the higher the automation, and vice-versa.

Note that projected model performance (i.e., accuracy and automation) can increase by adding more QA documents. You can also see the margin of error (MoE) for this model.

The Margin of Error (MoE) indicates the allowable range of inaccuracy in the system's results. It shows you how much the output can differ from the true value while still being acceptable. A smaller margin of error means the system is more accurate.

Identification Report

The Identification Report displays the number of identified fields (whether the machine or a human identified them), their accuracy, and the field-level automation (i.e., the automation of the fields the model was trained on).

Select a specific date range for the report to see charts for the total number of identified fields (machine-identified and human-identified) and their respective accuracy values.

Fields Identified Chart

The Fields Identified chart displays the number of machine- and manually-identified entries for a specific period.

Training Data Health Card

The Training Data Health card displays a breakdown of your dataset. It shows the following insights on the uploaded documents:

Training Data Table

The Training Data table shows all documents available for use as training data for your model. You can filter the contents of the table by training document ID, group ID, number of pages, submission date, training status, and scheduled deletion.

The Training Data table contains the following columns:

Model History table

The Model History table provides a comprehensive overview of your model's lifecycle. It displays the following columns: