RAdgXn_bg8

https://w3id.org/np/RAdgXn_bg8hsOxDZIWZ3F1tqhetMQTo9zSuN9cLCZ5YGk

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

title

(this is a literal)

"Knowledge Graph Large Language Model (KG-LLM) for Link Prediction"

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

describes

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

KgLlmAblationFramework

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

describes

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

KgLlmFramework

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

Analogy

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

Complex

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

ConGlr

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

ConvRot

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

DistMult

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

Rescal

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

TransE

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

discusses

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

WsGat

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https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

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

type

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

Entity

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

Analogy

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#Analogy

Analogy

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

label

(this is a literal)

"Analogy"

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

Complex

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#Complex

Complex

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

label

(this is a literal)

"CompleX"

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

ConGlr

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#ConGlr

ConGlr

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

label

(this is a literal)

"ConGLR"

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

ConvRot

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#ConvRot

ConvRot

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

label

(this is a literal)

"ConvRot"

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

DistMult

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#DistMult

DistMult

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

label

(this is a literal)

"DistMult"

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

KgLlmAblationFramework

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

subject

https://neverblink.eu/ontologi...ories#LLMAugmentedKGCompletion

LLMAugmentedKGCompletion

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

KgLlmAblationFramework

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#KgLlmAblationFramework

KgLlmAblationFramework

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

comment

(this is a literal)

"This framework serves as a baseline variant of the KG-LLM approach. It converts multi-hop KG paths into natural language prompts but explicitly removes instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It uses instruction fine-tuning to train LLMs for multi-hop link and relation prediction as a comparative method."

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

KgLlmAblationFramework

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

label

(this is a literal)

"KG-LLM (ablation) Framework"

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

KgLlmAblationFramework

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

hasTopCategory

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

LLMAugmentedKG

.

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

KgLlmFramework

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

subject

https://neverblink.eu/ontologi...ories#LLMAugmentedKGCompletion

LLMAugmentedKGCompletion

.

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

KgLlmFramework

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#KgLlmFramework

KgLlmFramework

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

comment

(this is a literal)

"This framework converts multi-hop KG paths into Chain-of-Thought natural language prompts with instructions. These prompts are then used to instruction fine-tune LLMs, enabling them to perform multi-hop link prediction and relation prediction tasks within knowledge graphs, significantly leveraging LLMs to enhance KG completion."

.

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

KgLlmFramework

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

label

(this is a literal)

"KG-LLM Framework"

.

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

KgLlmFramework

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

hasTopCategory

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

LLMAugmentedKG

.

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

Rescal

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#Rescal

Rescal

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

label

(this is a literal)

"RESCAL"

.

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

TransE

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#TransE

TransE

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

label

(this is a literal)

"TransE"

.

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

WsGat

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#WsGat

WsGat

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

label

(this is a literal)

"wsGAT"

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This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAdgXn_bg8.../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/RAdgXn_bg8.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://doi.org/10.48550/arXiv.2403.07311

doi:10.48550/arXiv.2403.07311

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAdgXn_bg8... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-02-25T16:53:25.539Z"

(xsd:dateTime) .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAdgXn_bg8.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAdgXn_bg8... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAdgXn_bg8.../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/RAdgXn_bg8.../sig

sig

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

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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/RAdgXn_bg8.../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/RAdgXn_bg8...

this nanopublication

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

creator

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

LLM-KG Agent

.

LLM-KG Agent, 25 Feb 2026, 16:53:25 UTC

References