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Ontology Grounded AI Verification: Checking Output Against a Formal Model of the World

Reading a Validation Report and Explaining a Failure

Quiz: Reading a Validation Report and Explaining a Failure

Provenance: Recording Which Rule Rejected Which Claim

Quiz: Provenance: Recording Which Rule Rejected Which Claim

Consistency Checks Across Documents and Over Time

Quiz: Consistency Checks Across Documents and Over Time

Where Ontology Grounding Beats a Classifier and Where It Does Not

Quiz: Where Ontology Grounding Beats a Classifier and Where It Does Not

Ablation Evidence: Measuring What the Formal Layer Contributes

Quiz: Ablation Evidence: Measuring What the Formal Layer Contributes

Building a Verification Pipeline for a Regulated Domain

Quiz: Building a Verification Pipeline for a Regulated Domain

Final exam: Ontology Grounded AI Verification: Checking Output Against a Formal Model of the World

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Quiz: Consistency Checks Across Documents and Over Time

Ontology Grounded AI Verification: Checking Output Against a Formal Model of the World
Consistency Checks Across Documents and Over Time
Quiz: Consistency Checks Across Documents and Over Time

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Question 1 of 5

1. Question

What must AI systems verify to ensure consistency across financial documents such as monthly reports and annual audits?

That all documents are written in the same font style
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That customer names, account numbers, and transaction amounts remain consistent
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That the documents are stored in the same digital format
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That the documents are signed by the same person
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Question 2 of 5

2. Question

Which of the following is an example of temporal consistency in a manufacturing setting?

Checking that equipment names match across all documents
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Ensuring that machine failure predictions align with actual maintenance records
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Confirming that all staff have the same job titles
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Verifying that the company logo appears on every document
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Question 3 of 5

3. Question

Why is it important for AI systems to validate that historical data supports current predictions?

To ensure that documents are formatted correctly
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To maintain logical progression and avoid contradictions over time
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To reduce the number of documents that need to be reviewed
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To make sure that all data is stored in the same location
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Question 4 of 5

4. Question

What should automated consistency checks identify according to the lesson?

The names of employees who wrote the documents
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Structural differences between documents
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The cost of printing the documents
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The number of pages in each document
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Question 5 of 5

5. Question

In which scenario would an AI system need to check for consistency between clinical terms and patient identifiers?

When comparing the cost of medical treatments
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When reviewing the names of medical staff
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When verifying diagnosis, treatment plan, and medication records
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When checking the dates of patient appointments
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