@prefix this: <
https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U
> .
@prefix sub: <
https://w3id.org/np/RAEan9-a11V3weyELpzO02vFTOQPQklBctO5d3F9MIg-U/
> .
@prefix np: <
http://www.nanopub.org/nschema#
> .
@prefix dct: <
http://purl.org/dc/terms/
> .
@prefix xsd: <
http://www.w3.org/2001/XMLSchema#
> .
@prefix rdfs: <
http://www.w3.org/2000/01/rdf-schema#
> .
@prefix prov: <
http://www.w3.org/ns/prov#
> .
@prefix npx: <
http://purl.org/nanopub/x/
> .
sub:Head
{
this:
np:hasAssertion
sub:assertion
;
np:hasProvenance
sub:provenance
;
np:hasPublicationInfo
sub:pubinfo
;
a
np:Nanopublication
.
}
sub:assertion
{
<
https://doi.org/10.48550/arXiv.2507.20643
>
dct:title
"Ontology-Enhanced Knowledge Graph Completion using Large Language Models" ;
<
http://purl.org/spar/cito/describes
> <
https://neverblink.eu/ontologies/llm-kg/methods#LlmAutomaticOntologyExtractionAlgorithm
> , <
https://neverblink.eu/ontologies/llm-kg/methods#OlKgc
> ;
<
http://purl.org/spar/cito/discusses
> <
https://neverblink.eu/ontologies/llm-kg/methods#ComplEx
> , <
https://neverblink.eu/ontologies/llm-kg/methods#ConvE
> , <
https://neverblink.eu/ontologies/llm-kg/methods#IterE
> , <
https://neverblink.eu/ontologies/llm-kg/methods#KgBert
> , <
https://neverblink.eu/ontologies/llm-kg/methods#KgEditor
> , <
https://neverblink.eu/ontologies/llm-kg/methods#KgLlama
> , <
https://neverblink.eu/ontologies/llm-kg/methods#KnowC
> , <
https://neverblink.eu/ontologies/llm-kg/methods#KoPA
> , <
https://neverblink.eu/ontologies/llm-kg/methods#MuKdc
> , <
https://neverblink.eu/ontologies/llm-kg/methods#NeoEA
> , <
https://neverblink.eu/ontologies/llm-kg/methods#RotatE
> , <
https://neverblink.eu/ontologies/llm-kg/methods#TransE
> ;
a
prov:Entity
.
<
https://neverblink.eu/ontologies/llm-kg/methods#ComplEx
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"ComplEx" .
<
https://neverblink.eu/ontologies/llm-kg/methods#ConvE
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"ConvE" .
<
https://neverblink.eu/ontologies/llm-kg/methods#IterE
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"IterE" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KgBert
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KG-BERT" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KgEditor
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KGEditor" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KgLlama
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KG-LLaMA" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KnowC
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KnowC" .
<
https://neverblink.eu/ontologies/llm-kg/methods#KoPA
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"KoPA" .
<
https://neverblink.eu/ontologies/llm-kg/methods#LlmAutomaticOntologyExtractionAlgorithm
>
dct:subject
<
https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction
> ;
<
http://purl.org/spar/fabio/hasURL
> "https://github.com/xiumu-gg/OL-KGC"^^
xsd:anyURI
;
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:comment
"This algorithm leverages the generative capabilities of LLMs to automatically derive ontological knowledge, such as entity classes, relation composition, equivalence, and disjointness rules, directly from KGs. This process automates the design and enrichment of the KG's underlying ontology, thereby enhancing KG construction." ;
rdfs:label
"LLM-based automatic ontology extraction algorithm" ;
<
https://neverblink.eu/ontologies/llm-kg/hasTopCategory
> <
https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG
> .
<
https://neverblink.eu/ontologies/llm-kg/methods#MuKdc
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"MuKDC" .
<
https://neverblink.eu/ontologies/llm-kg/methods#NeoEA
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"NeoEA" .
<
https://neverblink.eu/ontologies/llm-kg/methods#OlKgc
>
dct:subject
<
https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion
> ;
<
http://purl.org/spar/fabio/hasURL
> "https://github.com/xiumu-gg/OL-KGC"^^
xsd:anyURI
;
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:comment
"OL-KGC is an LLM-based Knowledge Graph Completion (KGC) method. It integrates vectorized structural information and ontological knowledge from KGs, transforming them into a textual format and prefixes to enhance the LLM's logical capabilities and overall performance in KGC tasks." ;
rdfs:label
"OL-KGC" ;
<
https://neverblink.eu/ontologies/llm-kg/hasTopCategory
> <
https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG
> .
<
https://neverblink.eu/ontologies/llm-kg/methods#RotatE
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"RotatE" .
<
https://neverblink.eu/ontologies/llm-kg/methods#TransE
>
a
<
http://purl.org/spar/fabio/Workflow
> ;
rdfs:label
"TransE" .
}
sub:provenance
{
sub:assertion
prov:wasAttributedTo
<
https://neverblink.eu/ontologies/llm-kg/agent
> ;
prov:wasDerivedFrom
<
https://doi.org/10.48550/arXiv.2507.20643
> .
}
sub:pubinfo
{
this:
dct:created
"2026-02-26T15:31:07.119Z"^^
xsd:dateTime
;
dct:creator
<
https://neverblink.eu/ontologies/llm-kg/agent
> ;
npx:hasNanopubType
<
https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult
> ;
rdfs:label
"LLM-KG assessment for paper 10.48550/arXiv.2507.20643" .
sub:sig
npx:hasAlgorithm
"RSA" ;
npx:hasPublicKey
"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
npx:hasSignature
"u5SThzyilR4TM9yoglt84kO7THTQxDCpaxGxd/yKVV2hgJKhFppQHXl8yLRQFcxYyiNRhly6NU6yzbiM5KJ5umAMpFOhzN4Z9WMt4q+sRQqccG/+xKIS18Q2nwhw52IgJVeetFcos/9v/xpa8TRIE+DhHirYxjOLU7BjRGG9WHArJD6cchwdM9MB6LdaSrGReKfsf/bAWMVtJwpSkawoEo+lnGCFCceTTSmmD2ZElYCKOUsgo+tWlosr9Xc4+APb3fakz+l4968KO+SYfxy6hNAVdbpDqQ/9TFmuZadWkcqVZS3IgM1UCAzHlS93a8DPFjjsWQCCAJuJXk7450xUdg==" ;
npx:hasSignatureTarget
this:
;
npx:signedBy
<
https://neverblink.eu/ontologies/llm-kg/agent
> .
}