Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2511.17012> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> .
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