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UiPath UiPath-SAIAv1 認定試験の出題範囲：
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質問 # 95
What rule should be used in Taxonomy Manager for a text field that can have one of multiple known values?
- A. Possible values
- B. Contains
- C. Ends with
- D. Starts with
正解：A
解説：
In UiPath's Taxonomy Manager, the "Possible values" rule should be used when a text field can have one of several predefined values. This ensures that the extracted data is validated against a list of acceptable values, helping to maintain consistency and accuracy during the extraction process. It is particularly useful for fields such as status indicators or categorical fields where only a limited set of options is valid.
(Source: UiPath Taxonomy Manager documentation)
質問 # 96
Which Source Control Plugins can be connected at the same time?
- A. GIT, TFS, Azure DevOps
- B. GIT, SVN, TFS
- C. GIT, TFS
- D. You cannot connect to multiple plugins at the same time.
正解：D
解説：
UiPath Studio does not allow connecting to multiple source control plugins at the same time. A single version control system (e.g., GIT, TFS, SVN) can be used per project to manage code versions.
Reference: UiPath Source Control
質問 # 97
What is one of the main purposes of connecting Robots to Orchestrator?
- A. To manage and monitor Robot deployments and executions centrally.
- B. To provide an alternative development environment to Studio.
- C. To prevent Robots from operating on unsupported applications.
- D. To enable Robots to communicate with other third-party systems.
正解：A
解説：
Reference: UiPath Orchestrator Overview
質問 # 98
What does a UiPath Communications Mining taxonomy include?
- A. Labels and general fields.
- B. Labels and sources.
- C. Messages, labels, and general fields.
- D. General fields and datasets.
正解：A
解説：
Reference: UiPath Communications Mining
質問 # 99
What does the Train stage of the Document Understanding Framework do?
- A. Allows the model to learn from human-validated data.
- B. Allows a human to validate and correct the extracted data.
- C. Improves the extractor accuracy by learning from the classification result.
- D. Allows the extractor to improve its prediction over time by using better OCR (Optical Character Recognition) engines.
正解：A
解説：
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.
質問 # 100
How long does the typical Machine Learning model deployment process take in UiPath AI Center?
- A. Between 5 and 10 minutes.
- B. Less than 5 minutes.
- C. Between 10 and 15 minutes.
- D. More than 15 minutes.
正解：C
解説：
The typical machine learning model deployment process in UiPath AI Center usually takes between 10-15 minutes1. This process involves wrapping the model in UiPath's serving framework and deploying it within a namespace on AI Fabric's Kubernetes cluster that is only accessible by your tenant1. Please note that the actual time may vary depending on the complexity of the model and other factors.
AI Center - Managing ML Skills (uipath.com)
質問 # 101
What does the Export stage of the Document Understanding Framework do?
- A. Classifies the document as one of the predefined document types.
- B. Extracts the text out of the image document using OCR (Optical Character Recognition).
- C. Allows a human to validate and correct the extracted data.
- D. Converts the result of extraction to a dataset or to a customized format.
正解：D
解説：
According to the UiPath documentation portal1, the Export stage of the Document Understanding Framework is the final stage of the document processing workflow, where the extracted data is converted to a dataset or to a customized format, such as Excel, JSON, or XML. The Export stage enables you to easily export data for training ML models, using the Export files dialog box in Data Manager or Document Manager. The Export stage also allows you to export the schema of the fields and their configurations, which can be imported into a different session. The Export stage supports different export options, such as current search results, all labeled, schema, or all. The Export stage also provides validation rules, such as requiring at least 10 labeled documents or pages for each field, and at least one document for each classification option1. Therefore, option A is the correct answer, as it describes the main function and benefit of the Export stage. Option B is incorrect, as it refers to the Data Validation stage, which is the previous stage of the document processing workflow, where a human can review and correct the extracted data using the Validation Station or the Present Validation Station activities2. Option C is incorrect, as it refers to the Classification stage, which is the second stage of the document processing workflow, where the document is classified as one of the predefined document types using the Classify Document Scope activity and a classifier of choice3. Option D is incorrect, as it refers to the Digitization stage, which is the first stage of the document processing workflow, where the text is extracted out of the image document using OCR (Optical Character Recognition) using the Digitize Document activity and an OCR engine of choice.
References: 1 Document Understanding - Export Documents 2 Document Understanding - Data Validation 3 Document Understanding - Classification Document Understanding - Digitization
質問 # 102
Which of the following scenarios is a good candidate for using Document Understanding Cloud APIs with synchronous calls?
- A. You need to process documents larger than five pages.
- B. You have a large dataset that needs long-term processing.
- C. You need real-time interaction and you are only processing documents with maximum five pages.
- D. You need to handle multiple operations simultaneously, allowing for concurrent processing and avoiding idle time.
正解：C
解説：
The synchronous API calls for UiPath Document Understanding Cloud are ideal when you need real-time interaction and fast feedback, such as when processing small documents (with up to five pages). This approach is beneficial in use cases requiring low latency, but it is less suitable for large datasets or documents due to limitations in speed and page count
質問 # 103
If Label X in UiPath Communications Mining has 80% precision at a given confidence threshold, what output should this provide?
- A. For every 100 messages which should have been labelled as 'Label X\ 20 were labelled and 80 were missed.
- B. For every 100 messages, 20 would be labelled correctly as 'Label X', and 80 would be labelled incorrectly.
- C. For every 100 messages, 80 would be labelled correctly as 'Label X', and 20 would be labelled incorrectly.
- D. For every 100 messages which should have been labelled as 'Label X', 80 were labelled and 20 were missed.
正解：C
解説：
If Label X has 80% precision at a given confidence threshold, this means that out of every 100 messages predicted to have Label X, 80 are correctly labelled, and 20 are incorrectly assigned the label. Precision measures the correctness of predictions made, so in this case, 80% of the predictions were correct, while 20% were false positives
質問 # 104
What are the available options for Scoring in Document Manager, that apply to string fields only?
- A. Exact match and First span.
- B. Exact match and Native string search.
- C. Exact match and Auto.
- D. Exact match and Levenshtein.
正解：D
解説：
In UiPath Document Manager, for string fields, the available options for scoring include:
Exact match: This checks whether the extracted string exactly matches the expected value.
Levenshtein: This method computes the "distance" between two strings, which is the number of single- character edits (insertions, deletions, or substitutions) required to change one string into the other. It is used to assess the similarity between the extracted string and the expected value.
These scoring methods help evaluate the accuracy of string extraction in the document understanding process.
For more details, refer to:
UiPath Document Understanding Framework: String Field Scoring
Levenshtein Distance in UiPath: Scoring String Fields
質問 # 105
Which of the following is a type of communication that is typically interpreted by UiPath Communications Mining?
- A. Scanned letters
- B. Call data in real-time
- C. Real-time chat data
- D. Shared email inboxes
正解：D
解説：
Comprehensive and Detailed Explanation From Exact Extract:
UiPath Communications Mining is designed toprocess and analyze unstructured communicationslike those fromshared email inboxes, support tickets, and text-based messages.
* It uses NLP models to classify, extract, and label insights from communication data, typically from email systems.
* UiPath Documentation Reference:Communications Mining Overview
質問 # 106
What is the page unit cost per extracted page for the RegEx Extractor?
- A. 0.2
- B. 0.5
- C. 0
- D. 1
正解：D
解説：
According to the UiPath documentation, the RegEx Extractor is a data extraction method that uses regular expressions to define and capture data from documents1. The RegEx Extractor does not consume any page units, which are the units of measurement for the consumption of Document Understanding services2.
Therefore, the page unit cost per extracted page for the RegEx Extractor is 0.
References:
1: RegEx Extractor 2: Document Understanding - Metering & Charging Logic
質問 # 107
While training a UiPath Communications Mining model, the Search feature was used to pin a certain label on a few communications. After retraining, the new model version starts to predict the tagged label but infrequently and with low confidence.
According to best practices, what would be the correct next step to improve the model's predictions for the label, in the "Explore" phase of training?
- A. Use the "Rebalance" training mode to pin the label to more communications.
- B. Use the "Search" feature to pin the label to more communications.
- C. Use the 'Teach" training mode to pin the label to more communications.
- D. Use the "Low confidence" training mode to pin the label to more communications.
正解：C
解説：
According to the UiPath documentation, the 'Teach' training mode is used to improve the model's predictions for a specific label by pinning it to more communications that match the label's criteria. This helps the model learn from more examples and increase its confidence and accuracy. The 'Teach' mode also allows you to unpin the label from communications that do not match it, which helps the model avoid false positives. The other training modes are not as effective for this purpose, as they either focus on different aspects of the model performance or do not provide enough feedback to the model.
References:
Model training and labelling best practice
Overview of the model training process
Model Training FAQs
質問 # 108
What is the name of the web application that allows users to prepare, review, and make corrections to datasets required for Machine Learning models?
- A. Digitization.
- B. ML Extractor.
- C. Data Manager.
- D. Document Manager.
正解：C
解説：
Data Manager is a web application that allows users to prepare, review, and make corrections to datasets required for Machine Learning models. Data Manager enables users to create and manage datasets, label data, validate and export data, and monitor data quality and progress. Data Manager supports various types of data, such as documents, images, text, and tables. Data Manager is integrated with AI Center, where users can train and deploy Machine Learning models using the datasets created or modified in Data Manager12.
References: 1: Data Manager Overview 2: AI Center - About Datasets
質問 # 109
What actions can be performed on a pipeline which is in the running state?
- A. Remove and kill.
- B. Remove and restart.
- C. Kill.
- D. Kill, remove, and restart.
正解：C
解説：
When a pipeline is in the running state in UiPath AI Center, the only action that can be performed is to Kill it.
This terminates the process immediately, stopping any further processing. Actions like removing or restarting the pipeline can only be performed after the pipeline has stopped.(Source: UiPath Pipeline documentation
質問 # 110
Which of the following time periods can be selected when viewing Trends in UiPath Communications Mining?
Which of the following time periods can be selected when viewing Trends in UiPath Communications Mining?
- A. Daily, Bi-weekly, Quarterly, Yearly.
- B. Daily, Monthly, Quarterly, Yearly.
- C. Daily, Bi-weekly, Monthly, Yearly.
- D. Daily, Weekly, Monthly, Yearly.
正解：D
解説：
According to the UiPath Communications Mining documentation, the Trends tab in the Reports page displays charts for verbatim volume, label volume, and sentiment over a selected time period. Users can choose the time period for the data in the filter bar, and the time sequencing of the chart (i.e. daily, weekly, etc.) in the top right dropdown menu. The available options for the time sequencing are Daily, Weekly, Monthly, and Yearly. These options allow users to see how the trends change over different time intervals and identify patterns or anomalies.
References:
Communications Mining - Using Reports
Communications Mining - Trends
質問 # 111
What is the function of the Immediate Panel in UiPath Studio during the debugging process?
- A. Modifying the values of variables and arguments at runtime during the debugging process.
- B. Displaying the performance analysis of all the operations, showing the execution time of each activity.
- C. Inspecting data at a certain point during debugging by evaluating variables, arguments, or statements.
- D. Displaying the next activity to be executed and its parent containers when the project is paused in debugging.
正解：C
解説：
Reference: UiPath Debugging Tools
質問 # 112
Which component from the image answers the question "Is the extracted information correct?"
- A. Classify
- B. Validate (Extract)
- C. Train (Extract)
- D. Extract
正解：B
解説：
Comprehensive and Detailed Explanation From Exact Extract:
TheValidate (Extract)component is responsible for allowing a human toreview, correct, or approve the data extractedby the robot. It typically uses thePresent Validation Stationactivity in the workflow.
* This step ensures data quality before submission or processing.
* The extracted data is compared against what a human user confirms as accurate.
* UiPath Documentation Reference:Present Validation Station - UiPath Docs
質問 # 113
Which property of the Get Outlook Mail Messages activity allows you to specify the number of messages to be retrieved and the order in which they are retrieved?
- A. Top
- B. Filter
- C. MailFolder
- D. OrderByDate
正解：A
解説：
Comprehensive and Detailed Explanation From Exact Extract:
The Top property in the Get Outlook Mail Messages activity is used to define:
How many emails to retrieve
The most recent emails are retrieved first (by default)
It does not directly control sort order (that's internal to Outlook's default), but limits volume.
UiPath Documentation Reference:
Get Outlook Mail Messages - UiPath Docs
質問 # 114
Which technology enables UiPath Communications Mining to analyze and enable action on messages?
- A. Robotic Process Automation
- B. Cloud Computing.
- C. Natural Language Processing (NLP)
- D. Virtual Reality.
正解：C
解説：
UiPath Communications Mining is a new capability to understand and automate business communications. It uses state-of-the-art AI models to turn business messages-from emails to tickets-into actionable data. It does this in real time and on all major business communications channels1. Natural Language Processing (NLP) is the branch of AI that deals with analyzing, understanding, and generating natural language. NLP enables UiPath Communications Mining to extract the most important data from any message, such as reasons for contact, data fields, and sentiment2. NLP also allows UiPath Communications Mining to deploy custom AI models in hours, not weeks, by using automatic labeling and annotation2.
References: 2 Communications Mining - Automate Business Communications | UiPath 1 Introducing UiPath Communications Mining | UiPath
質問 # 115
A developer has created a string array variable as shown below:
UserNames = {"Jane", "Jack", "Jill", "John"}
Which expression should the developer use in a Log Message activity to print the elements of the array separated by the string ","?
- A. String.Concat(UserNames,",")
- B. String.Join(",", UserNames)
- C. String.Concat(",", UserNames)
- D. String.Join(UserNames,",")
正解：B
解説：
Reference: UiPath String Manipulations
質問 # 116
When dealing with variable-length data, or data spanning over multiple pages of the document (e.g. item tables), what is the recommended data extraction methodology to be used?
- A. Rule-based data extraction.
- B. Model-based data extraction.
- C. Hybrid data extraction.
- D. Manual data extraction.
正解：B
解説：
Model-based data extraction, often involving machine learning models, is particularly effective for handling complex data structures such as variable-length data or data that spans multiple pages.This approach adapts better to varying formats and can extract information more accurately in such scenarios compared to rule- based or manual methods.
質問 # 117
To determine the number of characters scraped from a website in an "ExtractedText" String variable, excluding leading and trailing white-space characters, what should a developer use?
- A. ExtractedText.Length
- B. ExtractedText.Chars
- C. ExtractedText.Trim.Chars
- D. ExtractedText.Trim.Length
正解：D
解説：
Comprehensive and Detailed Explanation From Exact Extract:
To get thecharacter count excluding leading and trailing spaces, .Trim() is used to removewhitespace and .
Length provides the character count. So the correct expression is ExtractedText.Trim.Length.
* Trim:Removes all leading and trailing white-space characters.
* Length:Returns the number of characters in the string.
* UiPath Documentation Reference:String Manipulations in VB.NET - Microsoft Docs
* Also validated in UiPath Academy: Developer Foundation Course - String Manipulation Module
質問 # 118
What type of variable is used to store information about a duration in UiPath?
- A. Integer
- B. String
- C. System.TimeSpan
- D. System.DateTime
正解：C
解説：
Comprehensive and Detailed Explanation From Exact Extract:
* TheSystem.TimeSpanvariable is designed to represent aduration or interval of time, such as "2 hours, 30 minutes".
* It is different fromDateTime, which represents a specific point in time.
* You can perform operations like addition/subtraction with TimeSpan in workflows.
* UiPath Documentation Reference:Variables and Data Types - UiPath Docs
質問 # 119
What does the Document Classification step do?
- A. Presents a document processing-specific user interface for validating and correcting automatic classification outputs.
- B. Empowers the closing of the feedback loop to any classification algorithm capable of learning.
- C. Retrieves the text from any PDF or image, using, only if necessary, the OCR engine.
- D. Identifies what type of document the robot is currently processing.
正解：D
解説：
Comprehensive and Detailed Explanation From Exact Extract:
TheDocument Classificationstep in Document Understanding identifies thetype of document(e.g., Invoice, Receipt, Contract) being processed. It uses trained classification models to assign the correct document type before extraction begins.
* This is critical in cases where multiple document types are processed together.
* UiPath Documentation Reference:Classify Document Activity
質問 # 120
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