RA09O8B8Bp

https://w3id.org/np/RA09O8B8Bp2m0xjUYh3ckxW8nxi0whw0kJmq8F5hakf0I

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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

title

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"KG-CRAFT: Knowledge Graph-based Contrastive Reasoning with LLMs for Enhancing Automated Fact-checking"

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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

describes

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

KgCraft

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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

discusses

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

CoGatElectra

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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discusses

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CofCed

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doi:10.48550/arXiv.2601.19447

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discusses

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Defend

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doi:10.48550/arXiv.2601.19447

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discusses

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

FactlLaMA

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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discusses

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

FactlLaMAKnow

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doi:10.48550/arXiv.2601.19447

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discusses

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

GenFe

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discusses

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

GenFeMt

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discusses

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GraphCheck

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discusses

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GraphFc

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discusses

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

LDefense

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https://doi.org/10.48550/arXiv.2601.19447

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discusses

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

MlaRoberta

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https://doi.org/10.48550/arXiv.2601.19447

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

discusses

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

Multivers

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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

discusses

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

Pacar

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

discusses

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

ProgramFc

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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

discusses

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

SbertFc

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https://doi.org/10.48550/arXiv.2601.19447

doi:10.48550/arXiv.2601.19447

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#CoGatElectra

CoGatElectra

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type

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

Workflow

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

CoGatElectra

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label

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"CO-GAT (ELECTRA)"

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

CofCed

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type

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

Workflow

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

CofCed

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"CofCED"

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

Defend

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#Defend

Defend

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"dEFEND"

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

FactlLaMA

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

Workflow

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

FactlLaMA

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label

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"FactL-LaMA"

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

FactlLaMAKnow

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type

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

Workflow

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

FactlLaMAKnow

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label

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"FactL-LaMA know"

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

GenFe

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type

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

Workflow

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

GenFe

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

label

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"GenFE"

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

GenFeMt

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#GenFeMt

GenFeMt

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

label

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"GenFE-MT"

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

GraphCheck

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#GraphCheck

GraphCheck

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

label

(this is a literal)

"GraphCheck"

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

GraphFc

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#GraphFc

GraphFc

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

label

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"GraphFC"

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

KgCraft

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#KgCraft

KgCraft

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#KgCraft

KgCraft

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

comment

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"KG-CRAFT is a novel method that leverages knowledge graphs to formulate structured contrastive questions. These KG-derived questions guide LLMs during the inference stage of fact-checking, improving their ability to assess claim veracity by providing distilled, evidence-based summaries. The primary goal is to enhance the LLM's performance in automated fact-checking through structured reasoning based on KG information."

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

KgCraft

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

label

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"KG-CRAFT"

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

KgCraft

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

hasTopCategory

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

KGEnhancedLLM

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

LDefense

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#LDefense

LDefense

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

label

(this is a literal)

"L-Defense"

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

MlaRoberta

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#MlaRoberta

MlaRoberta

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

label

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"MLA (RoBERTa)"

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

Multivers

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#Multivers

Multivers

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

label

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"MULTIVERS"

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

Pacar

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#Pacar

Pacar

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"PACAR"

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

ProgramFc

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#ProgramFc

ProgramFc

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

label

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"Pro-gramFC"

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

SbertFc

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#SbertFc

SbertFc

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

label

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"SBERT-FC"

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This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RA09O8B8Bp.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo

wasAttributedTo

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

LLM-KG Agent

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This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RA09O8B8Bp.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

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doi:10.48550/arXiv.2601.19447

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This is the identifier for this whole nanopublication. https://w3id.org/np/RA09O8B8Bp... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RA09O8B8Bp.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RA09O8B8Bp... this nanopublication .

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sig

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

LLM-KG Agent

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This is the identifier for this whole nanopublication. https://w3id.org/np/RA09O8B8Bp...

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, 16:57:09 UTC

References