RAf5eWtPoi

https://w3id.org/np/RAf5eWtPoiy5hw6GzYR3WJ0pEXxxGYhyxBNg5g6Y-SDOE

 LLM-KG assessment for paper 10.48550/arXiv.2505.21291 PaperAssessmentResult ▼ comment approve/disapprove edit as derived nanopublication

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/dc/terms/title

title

(this is a literal)

"Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework"

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/describes

describes

https://neverblink.eu/ontologi...ngWorkflowForKgDmlConstruction

GatedPromptChainingWorkflowForKgDmlConstruction

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/describes

describes

https://neverblink.eu/ontologi...entForInteractiveKgDiagnostics

LlmAgentForInteractiveKgDiagnostics

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologi...ethods#DynamicMasterLogicModel

DynamicMasterLogicModel

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#FdLlm

FdLlm

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologi...ingForIndustrialSensorNetworks

KgBasedInContextLearningForIndustrialSensorNetworks

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologi...stemForVehicleFaultDiagnostics

KgDrivenAnalysisSystemForVehicleFaultDiagnostics

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologi...ureForCncMachineFaultDiagnosis

KgEmbeddedLlmArchitectureForCncMachineFaultDiagnosis

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#RootKgd

RootKgd

.

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://www.w3.org/ns/prov#Entity

Entity

.

https://neverblink.eu/ontologi...ethods#DynamicMasterLogicModel

DynamicMasterLogicModel

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...ethods#DynamicMasterLogicModel

DynamicMasterLogicModel

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Dynamic Master Logic (DML) model"

.

https://neverblink.eu/ontologies/llm-kg/methods#FdLlm

FdLlm

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#FdLlm

FdLlm

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"FD-LLM"

.

https://neverblink.eu/ontologi...ngWorkflowForKgDmlConstruction

GatedPromptChainingWorkflowForKgDmlConstruction

http://purl.org/dc/terms/subject

subject

https://neverblink.eu/ontologi...ies#LLMAugmentedKGConstruction

LLMAugmentedKGConstruction

.

https://neverblink.eu/ontologi...ngWorkflowForKgDmlConstruction

GatedPromptChainingWorkflowForKgDmlConstruction

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...ngWorkflowForKgDmlConstruction

GatedPromptChainingWorkflowForKgDmlConstruction

http://www.w3.org/2000/01/rdf-schema#comment

comment

(this is a literal)

"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."

.

https://neverblink.eu/ontologi...ngWorkflowForKgDmlConstruction

GatedPromptChainingWorkflowForKgDmlConstruction

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Gated Prompt Chaining Workflow for KG-DML Construction"

.

https://neverblink.eu/ontologi...ngWorkflowForKgDmlConstruction

GatedPromptChainingWorkflowForKgDmlConstruction

https://neverblink.eu/ontologies/llm-kg/hasTopCategory

hasTopCategory

https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG

LLMAugmentedKG

.

https://neverblink.eu/ontologi...ingForIndustrialSensorNetworks

KgBasedInContextLearningForIndustrialSensorNetworks

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...ingForIndustrialSensorNetworks

KgBasedInContextLearningForIndustrialSensorNetworks

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"KG-based in-context learning for industrial sensor networks"

.

https://neverblink.eu/ontologi...stemForVehicleFaultDiagnostics

KgDrivenAnalysisSystemForVehicleFaultDiagnostics

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...stemForVehicleFaultDiagnostics

KgDrivenAnalysisSystemForVehicleFaultDiagnostics

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"KG-driven analysis system for vehicle fault diagnostics"

.

https://neverblink.eu/ontologi...ureForCncMachineFaultDiagnosis

KgEmbeddedLlmArchitectureForCncMachineFaultDiagnosis

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...ureForCncMachineFaultDiagnosis

KgEmbeddedLlmArchitectureForCncMachineFaultDiagnosis

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"KG-embedded LLM architecture for CNC machine fault diagnosis"

.

https://neverblink.eu/ontologi...entForInteractiveKgDiagnostics

LlmAgentForInteractiveKgDiagnostics

http://purl.org/dc/terms/subject

subject

https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning

SynergizedReasoning

.

https://neverblink.eu/ontologi...entForInteractiveKgDiagnostics

LlmAgentForInteractiveKgDiagnostics

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...entForInteractiveKgDiagnostics

LlmAgentForInteractiveKgDiagnostics

http://www.w3.org/2000/01/rdf-schema#comment

comment

(this is a literal)

"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."

.

https://neverblink.eu/ontologi...entForInteractiveKgDiagnostics

LlmAgentForInteractiveKgDiagnostics

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"LLM Agent for Interactive KG Diagnostics"

.

https://neverblink.eu/ontologi...entForInteractiveKgDiagnostics

LlmAgentForInteractiveKgDiagnostics

https://neverblink.eu/ontologies/llm-kg/hasTopCategory

hasTopCategory

https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG

SynergizedLLMKG

.

https://neverblink.eu/ontologies/llm-kg/methods#RootKgd

RootKgd

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#RootKgd

RootKgd

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Root-KGD"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAf5eWtPoi.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo

wasAttributedTo

https://neverblink.eu/ontologies/llm-kg/agent

LLM-KG Agent

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAf5eWtPoi.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://doi.org/10.48550/arXiv.2505.21291

doi:10.48550/arXiv.2505.21291

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAf5eWtPoi... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"LLM-KG assessment for paper 10.48550/arXiv.2505.21291"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAf5eWtPoi... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult

PaperAssessmentResult

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This is the identifier for this whole nanopublication. https://w3id.org/np/RAf5eWtPoi... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-02-26T16:08:46.354Z"

(xsd:dateTime) .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAf5eWtPoi.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAf5eWtPoi... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAf5eWtPoi.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAf5eWtPoi.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAf5eWtPoi.../sig

sig

http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAf5eWtPoi.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://neverblink.eu/ontologies/llm-kg/agent

LLM-KG Agent

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAf5eWtPoi...

this nanopublication

http://purl.org/dc/terms/creator

creator

https://neverblink.eu/ontologies/llm-kg/agent

LLM-KG Agent

.

LLM-KG Agent, 26 Feb 2026, 16:08:46 UTC

References