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Validating Semantic Artifacts With Large Language Models
Published on 2024-05-2951 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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Presentation
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