A semantic framework uses a knowledge graph on modular alignment ontology plus constrained LLM to generate C&E logic, narratives, and SWRL rules, shown on a modular process plant with claimed reduction in manual effort.
LLM4PLC: Harnessing Large Language Models for Verifiable Programming of PLCs in Industrial Control Systems , url =
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Automating Cause-Effect Specification with Knowledge Graphs and Large Language Models
A semantic framework uses a knowledge graph on modular alignment ontology plus constrained LLM to generate C&E logic, narratives, and SWRL rules, shown on a modular process plant with claimed reduction in manual effort.