LLM-KG assessment for paper 10.48550/arXiv.2406.17231

https://w3id.org/np/RAwysc5gfug22cLl-lDA5v2MPpltkBjEifpt7Y2YeJHRo

 LLM-KG assessment for paper 10.48550/arXiv.2406.17231 PaperAssessmentResult ▼ comment... approve/disapprove... edit as derived nanopublication...

https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

title

(this is a literal)

"CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph"

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https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

CogMG

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https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

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https://neverblink.eu/ontologies/llm-kg/methods#ChenEtAl2021KBQA

ChenEtAl2021KBQA

.

https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

discusses

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

InformationExtraction

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https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

discusses

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KBBINDER

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https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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discusses

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https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

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https://doi.org/10.48550/arXiv.2406.17231

doi:10.48550/arXiv.2406.17231

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

discusses

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https://doi.org/10.48550/arXiv.2406.17231

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

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ChenEtAl2021KBQA

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"Chen et al. 2021 KBQA Approach"

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CogMG

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CogMG

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Workflow

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CogMG

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comment

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"CogMG is a collaborative augmentation framework where an LLM acts as an agent to interact with a Knowledge Graph. It involves the LLM decomposing queries for the KG, completing missing knowledge triples using its internal parameters, and then verifying and integrating these new facts into the KG. This continuous feedback loop represents a synergistic reasoning process, where the LLM addresses knowledge gaps in the KG and leverages the enriched KG to improve its factualness in QA."

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

CogMG

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

label

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"CogMG"

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

CogMG

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SynergizedLLMKG

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InformationExtraction

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InformationExtraction

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KBBINDER

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Workflow

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https://neverblink.eu/ontologi...thods#KnowledgeGraphCompletion

KnowledgeGraphCompletion

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

label

(this is a literal)

"Knowledge Graph Completion"

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

KoPL

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

type

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

Workflow

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KoPL

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label

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OpenIE

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

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

Workflow

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

OpenIE

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label

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ReActAgentFramework

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

Workflow

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LLM-KG Agent

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This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAwysc5gfu.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

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doi:10.48550/arXiv.2406.17231

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LLM-KG Agent, 26 Feb 2026, 15:18:12 UTC

References