Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2512.00590> dct:title "Wikontic: Constructing Wikidata-Aligned, Ontology-Aware Knowledge Graphs with Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Wikontic> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AriGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#GraphReader> , <https://neverblink.eu/ontologies/llm-kg/methods#HOLMES> , <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#KGGen> , <https://neverblink.eu/ontologies/llm-kg/methods#ReadAgent> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AriGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AriGraph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphReader> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphReader" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HOLMES> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HOLMES" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HippoRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGGen> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGGen" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ReadAgent> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ReadAgent" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Wikontic> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/screemix/Wikontic"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "Wikontic is a multi-stage pipeline that uses LLMs to construct high-quality, ontology-consistent KGs from unstructured text. It leverages LLMs for candidate triplet extraction, ontology-aware refinement (entity typing, relation validation), and entity normalization/deduplication, which are core KG construction tasks. The integrated multi-hop QA component demonstrates the quality and utility of the constructed KG." ;
    rdfs:label "Wikontic" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2512.00590> .
}

sub:pubinfo {
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