RAobjTY3Rn

https://w3id.org/np/RAobjTY3RnejCAKLvFcTSj3IgqKbH14lXPWrdrWBKP7r0

 LLM-KG assessment for paper 10.48550/arXiv.2403.03008 PaperAssessmentResult ▼ comment... approve/disapprove... edit as derived nanopublication...

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

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

title

(this is a literal)

"Knowledge Graphs as Context Sources for LLM-Based Explanations of Learning Recommendations ⋆"

.

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

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

describes

https://neverblink.eu/ontologi...alizedLlmExplanationGeneration

kgContextualizedLlmExplanationGeneration

.

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#gpt4

gpt4

.

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

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

discusses

https://neverblink.eu/ontologi...ssBasedRecommendationAlgorithm

markovDecisionProcessBasedRecommendationAlgorithm

.

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

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

discusses

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

rougeMetric

.

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

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

type

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

Entity

.

https://neverblink.eu/ontologies/llm-kg/methods#gpt4

gpt4

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#gpt4

gpt4

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

label

(this is a literal)

"GPT-4"

.

https://neverblink.eu/ontologi...alizedLlmExplanationGeneration

kgContextualizedLlmExplanationGeneration

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

subject

https://neverblink.eu/ontologi...egories#KGEnhancedLLMInference

KGEnhancedLLMInference

.

https://neverblink.eu/ontologi...alizedLlmExplanationGeneration

kgContextualizedLlmExplanationGeneration

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

type

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

Workflow

.

https://neverblink.eu/ontologi...alizedLlmExplanationGeneration

kgContextualizedLlmExplanationGeneration

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

comment

(this is a literal)

"This method utilizes knowledge graphs (KGs) to provide structured factual context for LLM prompts during the inference stage. By extracting hierarchical information, semantic relations, and metadata from a KG, the method constructs a contextual part for the GPT-4 prompt, thereby guiding the LLM to generate more precise, relevant, and less hallucinatory explanations for learning recommendations in a sensitive domain."

.

https://neverblink.eu/ontologi...alizedLlmExplanationGeneration

kgContextualizedLlmExplanationGeneration

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

label

(this is a literal)

"KG-Contextualized LLM Explanation Generation"

.

https://neverblink.eu/ontologi...alizedLlmExplanationGeneration

kgContextualizedLlmExplanationGeneration

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

hasTopCategory

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

KGEnhancedLLM

.

https://neverblink.eu/ontologi...ssBasedRecommendationAlgorithm

markovDecisionProcessBasedRecommendationAlgorithm

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

type

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

Workflow

.

https://neverblink.eu/ontologi...ssBasedRecommendationAlgorithm

markovDecisionProcessBasedRecommendationAlgorithm

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

label

(this is a literal)

"Markov Decision Process-based Recommendation Algorithm"

.

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

rougeMetric

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#rougeMetric

rougeMetric

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

label

(this is a literal)

"Rouge Metric"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAobjTY3Rn.../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/RAobjTY3Rn.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://doi.org/10.48550/arXiv.2403.03008

doi:10.48550/arXiv.2403.03008

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAobjTY3Rn... 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.2403.03008"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAobjTY3Rn... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult

PaperAssessmentResult

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAobjTY3Rn... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-02-26T16:21:41.825Z"

(xsd:dateTime) .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAobjTY3Rn.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAobjTY3Rn... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAobjTY3Rn.../sig

sig

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

"RSA"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAobjTY3Rn.../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/RAobjTY3Rn.../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/RAobjTY3Rn.../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/RAobjTY3Rn...

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, 16:21:41 UTC

References