Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2510.26486> dct:title "LINK-KG: LLM-Driven Coreference-Resolved Knowledge Graphs for Human Smuggling Networks" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#linkKg> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#coreKg> , <https://neverblink.eu/ontologies/llm-kg/methods#graphRag> , <https://neverblink.eu/ontologies/llm-kg/methods#llmLink> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#coreKg> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CORE-KG" .
  <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#linkKg> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/dipakmeher/LinkKG-HS"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "LINK-KG is a modular LLM-based framework designed to improve knowledge graph construction from complex legal texts. It leverages a three-stage, LLM-guided coreference resolution pipeline with a type-specific prompt cache and structured prompts for entity and relationship extraction. This method enhances KG tasks by addressing entity discovery, coreference resolution, and relation extraction." ;
    rdfs:label "LINK-KG" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#llmLink> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMLINK" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2510.26486> .
}

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