- Overview
- Model building
- Model validation
- Model deployment
- Frequently asked questions
Unstructured and complex documents user guide
Reviewing predictions
Evaluate the initial predictions the model generated based on the extraction schema you defined beforehand. This way, you understand where you might need to adjust your prompt instructions to improve the performance of the model.
The model uses generative AI to map fields and field groups defined in the extraction schema and predict them with confidence and accuracy. It extracts these fields and field groups and returns them in a structured JSON format, if they are present in the document.
Predictions are generated automatically. However, you might need to select the Predict extractions button to refresh the predictions if you made changes to your taxonomy or uploaded new documents.
Once you review the out-of-the-box predictions, check where you need to modify the original prompt instructions to provide additional context for the model. The iterative refinement of instructions is essential to enhance the performance of the model.
- The Build tab.
- The Manage taxonomy page.
From the Build tab
- In the Documents section, select a document you want to view. This action redirects you to the Validate and improve model page.
- In the side panel, select the ellipsis for the field, then select Edit field, and modify the instruction.
- Select Save.
From Manage taxonomy
- Select Manage taxonomy.
- In the Fields tab, expand a field group, and, for a specific field, either directly modify the instruction or select the edit icon, and modify the instruction in the side panel that opens.
- Select Save.
- The Build tab.
- The Manage taxonomy page.
From the Build tab
- In the Documents section, select a document you want to view. This action redirects you to the Validate and improve model page.
- In the side panel, select the ellipsis for the field group, and then select Manage field group.
- Select the pencil icon and modify the instruction.
- Select Save.
From Manage taxonomy
- Select Manage taxonomy.
- In the Fields tab, directly modify the instruction for a specific field group.
- Select Save.
