View field extraction statistics, accuracy metrics, and per-activity results to evaluate and improve your Document skill quality.
The Results tab shows field extraction statistics for a skill. Analyzing these statistics helps you understand where extraction quality can be improved.Before publishing a skill, check the field extraction quality to confirm the skill is set up correctly. To test a skill, click Test Skill — Advanced Designer compares the reference labeling with the extraction results.The Fields column lists every field the skill extracts. Fields belonging to a group appear under a collapsed drop-down named after the group.
Documents with unconfirmed labeling are excluded from test results. Reference labeling generated automatically from predicted labeling is unconfirmed until you copy predicted labeling to reference using the Copy Predicted Labeling to Reference shortcut menu command. Check the labeling status on the Documents tab; confirm labeling on the Fields tab.
The following statistics are available per field and aggregated in the ALL FIELDS row:
Column
Description
Accuracy
Percentage of correctly extracted values.
Correct
Number of field instances whose extracted value matched the reference value.
Recognition Issues
Number of field instances detected in the document but not recognized correctly.
Located Incorrectly
Number of field instances whose regions were detected in locations different from those specified in the labeling.
Not Detected
Number of undetected field instances.
Frequency in Documents
Percentage of documents containing the field.
Accuracy is calculated as:
Accuracy = Correct / (Correct + Recognition Issues + Located Incorrectly + Not Detected)
For the ALL FIELDS row, the denominator aggregates across all fields.By default, these statistics display for all fields. To hide fields and view statistics for a subset only, click the filter icon at the top of the Fields column and select the fields you want.
Click any value in the Correct, Recognition Issues, Located Incorrectly, or Not Detected column to switch to comparison mode, which displays the reference and predicted labeling side by side on the document image. This helps you spot errors in reference labeling and identify problem fields that may need the activity reconfigured.
Field extraction statistics are also available for individual activities on the Results tab in the Activity Editor. Activity statistics cover only the fields extracted by that activity. Use them to evaluate whether each activity is set up correctly and improve overall extraction quality.
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