RAHGdGjqIG

https://w3id.org/np/RAHGdGjqIGJgy3FJRtd7L719FKfMihdGTXhhQwxfZBuvE

 LLM-KG assessment for paper 10.48550/arXiv.2505.19410 PaperAssessmentResult ▼ comment... approve/disapprove... edit as derived nanopublication...

https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

title

(this is a literal)

"Self-Reflective Planning with Knowledge Graphs: Enhancing LLM Reasoning Reliability for Question Answering"

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

describes

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

SelfReflectivePlanning

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

Flexkbqa

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

KbBinder

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

Readi

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e

SrNsmE2e

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

StructGpt

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

TIARA

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

ToG

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

discusses

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

TransferNet

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https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

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

type

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Entity

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

Flexkbqa

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

type

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

Workflow

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

Flexkbqa

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label

(this is a literal)

"Flexkbqa"

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

KbBinder

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

type

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

Workflow

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

KbBinder

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

label

(this is a literal)

"KB-BINDER"

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

Readi

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

type

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

Workflow

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

Readi

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

label

(this is a literal)

"Readi"

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

SelfReflectivePlanning

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

subject

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

KGEnhancedLLMInference

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

SelfReflectivePlanning

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

type

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

Workflow

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

SelfReflectivePlanning

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

comment

(this is a literal)

"SRP is a novel framework that synergizes LLMs with KGs through iterative, reference-guided reasoning during the inference stage. It aims to enhance LLM reasoning reliability for question answering by enabling LLMs to plan and reflect on reasoning paths using structured knowledge from KGs, thereby addressing issues like hallucination and factual inconsistency."

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

SelfReflectivePlanning

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

label

(this is a literal)

"Self-Reflective Planning (SRP)"

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

SelfReflectivePlanning

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

hasTopCategory

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

KGEnhancedLLM

.

https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e

SrNsmE2e

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#SrNsmE2e

SrNsmE2e

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

label

(this is a literal)

"SR+NSM+E2E"

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

StructGpt

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#StructGpt

StructGpt

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

label

(this is a literal)

"StructGPT"

.

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

TIARA

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#TIARA

TIARA

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

label

(this is a literal)

"TIARA"

.

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

ToG

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#ToG

ToG

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

label

(this is a literal)

"ToG"

.

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

TransferNet

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#TransferNet

TransferNet

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

label

(this is a literal)

"TransferNet"

.

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

wasDerivedFrom

https://doi.org/10.48550/arXiv.2505.19410

doi:10.48550/arXiv.2505.19410

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAHGdGjqIG... 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.2505.19410"

.

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

"2026-02-26T16:26:20.759Z"

(xsd:dateTime) .

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

sig

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

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

sig

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

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

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, 16:26:20 UTC

References