. . . . "Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework" . . . . . . . . . . . "Dynamic Master Logic (DML) model" . . "FD-LLM" . . . "This method utilizes an LLM-based workflow, comprising sequential LLM calls for summarization, entity recognition, JSON structuring, and Cypher generation, to automatically construct a Knowledge Graph (KG-DML) from unstructured system documentation. The workflow integrates LLM-based validation gates and feedback loops to ensure accuracy and consistency in the KG construction process. The LLM's primary role is to enhance the KG construction task by automating the extraction and structuring of domain-specific knowledge." . "Gated Prompt Chaining Workflow for KG-DML Construction" . . . "KG-based in-context learning for industrial sensor networks" . . "KG-driven analysis system for vehicle fault diagnostics" . . "KG-embedded LLM architecture for CNC machine fault diagnosis" . . . "This method proposes an LLM agent that interprets natural language queries, acting as an orchestrator to select and execute external, structured KG reasoning tools (e.g., upward/downward propagation) for diagnostic tasks. For general interpretive queries, it employs a Graph-RAG approach by retrieving relevant KG segments and embedding them into the LLM's prompt. This represents a synergized reasoning approach where the LLM and KG mutually enhance diagnostic capabilities by combining LLM's natural language understanding and agentic behavior with the KG's structured knowledge and reasoning tools." . "LLM Agent for Interactive KG Diagnostics" . . . "Root-KGD" . . . "2026-02-26T16:08:46.354Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2505.21291" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "ask3qUTpRCPHz4eoKjD1okjvowmQhifY4M8/MgXFmFh1ZNHA1ecaAxG46pSXqQm5DD/sn/3f5vae3vnbQ6IWkYsHF53qQoc213Ut16Pk+k5kbpmVrD3QlhZ0jXs6W77pjzJtvW/CRdonUJxk7DWyEo6DCzag3RUyloDhYj3LKsP9EBb22DI4ZKlJ16YjwgKqn/o+goWAIE70j9x0mv5qNlFNsHL7omnBp/RKdMfjw8ZxhFh+hyqGGnoSDWbGBRvpinHndGTGS0RPNs4N2GxJGVoU+lFtE5ajVJCwuLqlelN1NN7XKEOfnzE7qezlEYisF8Y4k8xCpvjLcyLzBeCv7A==" . . .