Nanopublications

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@prefix sub: <https://w3id.org/np/RAjvQSLjUPqoZd199Zo-Gqg5HdmP1iBQVSWW48GOQ8XLI/> .
@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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sub:assertion {
  <https://doi.org/10.48550/arXiv.2409.03284> dct:title "iText2KG: Incremental Knowledge Graphs Construction Using Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#iText2KG> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AttacKGPlus> , <https://neverblink.eu/ontologies/llm-kg/methods#AutoKG> , <https://neverblink.eu/ontologies/llm-kg/methods#IterativeLLMPromptingPipelineKG> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMBasedThreatIntelligenceKG> , <https://neverblink.eu/ontologies/llm-kg/methods#LangchainBasedKGConstruction> , <https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexBasedKGConstruction> , <https://neverblink.eu/ontologies/llm-kg/methods#OpenAIFunctionMethodKGConstruction> , <https://neverblink.eu/ontologies/llm-kg/methods#SemiAutomaticOpenSourceLLMKGConstruction> , <https://neverblink.eu/ontologies/llm-kg/methods#ThemeKG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AttacKGPlus> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AttacKG+" .
  <https://neverblink.eu/ontologies/llm-kg/methods#AutoKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AutoKG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#IterativeLLMPromptingPipelineKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Iterative LLM Prompting Pipeline KG Construction" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMBasedThreatIntelligenceKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLM-based Threat Intelligence KG Construction" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LangchainBasedKGConstruction> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Langchain-based KG Construction" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexBasedKGConstruction> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LlamaIndex-based KG Construction" .
  <https://neverblink.eu/ontologies/llm-kg/methods#OpenAIFunctionMethodKGConstruction> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "OpenAI Function Method KG Construction" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SemiAutomaticOpenSourceLLMKGConstruction> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Semi-automatic Open-source LLM KG Construction" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ThemeKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ThemeKG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#iText2KG> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/AuvaLab/itext2kg"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "iText2KG is a zero-shot, plug-and-play method for incremental, topic-independent Knowledge Graph Construction from raw documents using LLMs. It leverages LLMs across four modules (Document Distiller, Incremental Entity Extractor, Incremental Relation Extractor, Graph Integrator) to address entity discovery, coreference resolution, and relation extraction, which are key tasks in KG construction." ;
    rdfs:label "iText2KG" ;
    <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.2409.03284> .
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2409.03284" .
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