Nanopublications

@prefix this: <https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70> .
@prefix sub: <https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/> .
@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/> .

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    np:hasProvenance sub:provenance ;
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.03868> dct:title "Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement> , <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize> , <https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CESI> , <https://neverblink.eu/ontologies/llm-kg/methods#ChatIE> , <https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC> , <https://neverblink.eu/ontologies/llm-kg/methods#GenIE> , <https://neverblink.eu/ontologies/llm-kg/methods#REGEN> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#CESI> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CESI" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatIE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ChatIE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CodeKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "EDC+R is an extension of the EDC framework that incorporates an iterative refinement process. It uses a \"hint\" composed of previously extracted entities/relations and relations retrieved by the Schema Retriever to enhance the quality of the LLM's open information extraction phase, thereby improving the overall KG construction." ;
    rdfs:label "EDC with Refinement (EDC+R)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "EDC is a three-phase LLM-based framework (Open Information Extraction, Schema Definition, Schema Canonicalization) proposed for automated Knowledge Graph Construction. It leverages LLMs for extracting relational triplets, generating schema definitions, and standardizing the schema to handle large or absent pre-defined schemas." ;
    rdfs:label "Extract-Define-Canonicalize (EDC)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#GenIE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GenIE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#REGEN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "REGEN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "The Schema Retriever is a trained component designed to retrieve relevant schema elements for a given input text. It improves the LLM's extraction performance within the KGC framework by providing contextually appropriate knowledge from the KG schema, akin to retrieval-augmented generation." ;
    rdfs:label "Schema Retriever" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.03868> .
}

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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2404.03868" .
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