Nanopublication

ID

https://w3id.org/np/RA7TQ8hLxkdou5TPCZkfivO8lkVszXK_5nyQIGG4npHDE
Formats

Content

@prefix this: <https://w3id.org/np/RA7TQ8hLxkdou5TPCZkfivO8lkVszXK_5nyQIGG4npHDE> .
@prefix sub: <https://w3id.org/np/RA7TQ8hLxkdou5TPCZkfivO8lkVszXK_5nyQIGG4npHDE/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2511.17012> a prov:Entity;
    dct:title "Supervised Fine-Tuning of Large Language Models for Domain-Specific Knowledge Graph Construction: A Case Study on Hunan's Historical Celebrities";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ZhaoEtAl2025HunanCelebrityKGConstruction>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#InstructUIEFramework>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfInstructFramework> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#InstructUIEFramework> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "InstructUIE framework" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfInstructFramework> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Instruct framework" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ZhaoEtAl2025HunanCelebrityKGConstruction>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    rdfs:comment "This method proposes a supervised fine-tuning approach for Large Language Models to enhance information extraction for domain-specific Knowledge Graph construction. It involves defining a fine-grained schema, constructing an instruction fine-tuning dataset, and employing LoRA for parameter-efficient fine-tuning of LLMs. The fine-tuned LLMs are then used to extract structured entities, relations, and properties from text to build a Knowledge Graph.";
    rdfs:label "ZhaoEtAl2025HunanCelebrityKGConstruction";
    <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.2511.17012> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:12:23.643Z"^^xsd:dateTime;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.17012" .
  
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    npx:hasSignatureTarget this:;
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}