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UiPath Certified Professional Specialized AI Professional v1.0 Sample Questions (Q206-Q211):

NEW QUESTION # 206
What is the difference between the Document Understanding Process and the Document Understanding Framework?

A. The Document Understanding Process contains the activities that can be used in a Process, while the Document Understanding Framework is the template that can be found in Studio.
B. The Document Understanding Framework contains the activities that can be used in a Library, while the Document Understanding Process is the template that can be found in Studio.
C. The Document Understanding Framework contains the activities that can be used in a Process, while the Document Understanding Process is the template that can be found in Studio.
D. The Document Understanding Process contains the activities that can be used in a Library, while the Document Understanding Framework is the template that can be found in Studio.

Answer: A

Explanation:
According to the UiPath documentation portal1, the Document Understanding Process is a fully functional UiPath Studio project template based on a document processing flowchart. It provides logging, exception handling, retry mechanisms, and all the methods that should be used in a Document Understanding workflow, out of the box. The Document Understanding Process is preconfigured with a series of basic document types in a taxonomy, a classifier configured to distinguish between these classes, and extractors to showcase how to use the Data Extraction capabilities of the framework. It is meant to be used as a best practice example that can be adapted to your needs while displaying how to configure each of its components1. The Document Understanding Framework, on the other hand, is a set of activities that can be used to build custom document processing workflows. The framework facilitates the processing of incoming files, from file digitization to extracted data validation, all in an open, extensible, and versatile environment. The framework enables you to combine different approaches to extract information from multiple document types. The framework consists of several components, such as Taxonomy, Digitization, Classification, Data Extraction, Data Validation, and Data Consumption2. Therefore, option D is the correct answer, as it describes the difference between the Document Understanding Process and the Document Understanding Framework.
References: 1 Document Understanding Process: Studio Template 2 Document Understanding - Introduction

NEW QUESTION # 207
What does the Train stage of the Document Understanding Framework do?

A. Allows the model to learn from human-validated data.
B. Improves the extractor accuracy by learning from the classification result.
C. Allows the extractor to improve its prediction over time by using better OCR (Optical Character Recognition) engines.
D. Allows a human to validate and correct the extracted data.

Answer: A

Explanation:
In the UiPath Document Understanding Framework, the Train stage enables models to learn from human- validated data. This process involves feeding the corrections made by humans during the validation phase back into the model, allowing it to refine its predictions and improve accuracy over time.
UiPath Documentation
The training component is crucial for classifiers and extractors capable of learning from human feedback. By incorporating validated data, these components can adjust their algorithms to better handle similar documents in the future, enhancing the overall efficiency and effectiveness of the automation process.
Other options are incorrect because:
* B. Allows the extractor to improve its prediction over time by using better OCR engines: While better OCR engines can enhance data extraction, this is not the function of the Train stage.
* C. Allows a human to validate and correct the extracted data: This describes the Validation stage, not the Train stage.
* D. Improves the extractor accuracy by learning from the classification result: Training focuses on learning from human-validated extraction results, not just classification outcomes.
Therefore, the primary purpose of the Train stage is to allow the model to learn from human-validated data, thereby improving its future performance.

NEW QUESTION # 208
What does Data Extraction do?

A. Identifies words and their coordinates from images and PDFs.
B. Digitizes the document that should be processed.
C. Applies rules for validating that the information extracted from a document is correct.
D. Identifies and extracts specific information that should be processed.

Answer: D

Explanation:
Data Extraction identifies and extracts specific information from documents to be processed by automations.
This is a key part of UiPath's Document Understanding Framework, enabling bots to process structured and unstructured documents effectively.

NEW QUESTION # 209
What happens during the Classify stage of the Document Understanding Framework?

A. The documents are included in one of the taxonomy document types or skipped.
B. The target fields are extracted from the document and sent to Action Center for human validation.
C. The OCR engine is used to extract text from the image document.
D. The extracted data is exported as a dataset.

Answer: A

NEW QUESTION # 210
What does adding missed labels help improve in UiPath Communications Mining?

A. Label bias warnings.
B. Increases the taxonomy coverage.
C. Label precision and recall.
D. Increases data security.

Answer: C

NEW QUESTION # 211
......

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UiPath Certified Professional Specialized AI Professional v1.0 Sample Questions (Q206-Q211):

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