Nanopublications

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@prefix sub: <https://w3id.org/np/RASp90OvIrkeu2qOhIo6fzw22As50XrUXM6vNHxBiXK0s/> .
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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2402.06861> dct:title "UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#UrbanKGent> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GeoLM> , <https://neverblink.eu/ontologies/llm-kg/methods#K2> , <https://neverblink.eu/ontologies/llm-kg/methods#KGBERT> , <https://neverblink.eu/ontologies/llm-kg/methods#KGT5> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMsBasedInContextLearning> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMsBasedZeroShotReasoning> , <https://neverblink.eu/ontologies/llm-kg/methods#PRGC> , <https://neverblink.eu/ontologies/llm-kg/methods#RelationPrompt> , <https://neverblink.eu/ontologies/llm-kg/methods#VanillaFineTuning> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#GeoLM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GeoLM" .
  <https://neverblink.eu/ontologies/llm-kg/methods#K2> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "K2" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGBERT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-BERT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGT5> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-T5" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsBasedInContextLearning> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMs-based In-context Learning" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsBasedZeroShotReasoning> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMs-based Zero-shot Reasoning" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PRGC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PRGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RelationPrompt> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RelationPrompt" .
  <https://neverblink.eu/ontologies/llm-kg/methods#UrbanKGent> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "UrbanKGent is a unified LLM agent framework proposed for automatic Urban Knowledge Graph (UrbanKG) construction. It integrates knowledgeable instruction generation, a tool-augmented iterative trajectory refinement module, and hybrid instruction fine-tuning to effectively address both relational triplet extraction and knowledge graph completion tasks, enhancing the creation of urban KGs." ;
    rdfs:label "UrbanKGent" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#VanillaFineTuning> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Vanilla Fine-tuning" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2402.06861> .
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