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Validating Semantic Artifacts With Large Language Models

Published on Jun 17, 202441 Views

As part of knowledge engineering workflows, semantic artifacts, such as ontologies, knowledge graphs or semantic descriptions based on industrial standards, are often validated in terms of their comp

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Chapter list

Validating Semantic Artifacts with Large Language Models00:00
Introduction & Motivation00:18
Problem Definition Validation of OPC UA Semantic Artifacts - 101:25
Problem Definition Validation of OPC UA Semantic Artifacts - 202:26
Solution Alternatives - 103:51
Solution Alternatives - 204:51
Design Overview of the LLM-based Solution05:00
Methodology05:39
Prompt Engineering06:56
Use Case 1:Validation of Compliance Rules, OPC UA Robotics - 108:31
Use Case 1:Validation of Compliance Rules, OPC UA Robotics - 209:43
Use Case 2: Validation of Competency Questions - SAREF - 110:09
Use Case 2: Validation of Competency Questions - SAREF - 210:59
Evaluation Strategy11:17
Results - 111:48
Results - 212:56
Conclusion13:51
Thank you15:24