Nanopublications

@prefix this: <https://w3id.org/np/RArVlUloFvfYLnn1XqfEXR9ErZL5QaixhMfwvTLKY6P5E> .
@prefix sub: <https://w3id.org/np/RArVlUloFvfYLnn1XqfEXR9ErZL5QaixhMfwvTLKY6P5E/> .
@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/> .

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

sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.14741> dct:title "Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> , <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA> , <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER> , <https://neverblink.eu/ontologies/llm-kg/methods#RoG> , <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> , <https://neverblink.eu/ontologies/llm-kg/methods#StandardPrompting> , <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Chain-of-Thought (CoT) prompting" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatKBQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ChatKBQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GenerateOnGraph> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GoG is a training-free method designed for Incomplete Knowledge Graph Question Answering (IKGQA). It treats the LLM as both an agent to explore KGs and as a knowledge source to generate new factual triples when existing KG knowledge is insufficient. The method's Thinking-Searching-Generating framework enables the LLM to bridge knowledge gaps and answer questions that conventional KGQA methods fail on due to KG incompleteness." ;
    rdfs:label "Generate-on-Graph (GoG)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KB-BINDER" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Self-Consistency (SC)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#StandardPrompting> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Standard Prompting (IO prompt)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "StructGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.14741> .
}

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