@prefix this: <https://w3id.org/np/RAcvQYdS7e_e8PXPrg1L25QuoMXCmyNPzSaZdMrOidMg4> .
@prefix sub: <https://w3id.org/np/RAcvQYdS7e_e8PXPrg1L25QuoMXCmyNPzSaZdMrOidMg4/> .
@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/> .
@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2402.11163> a prov:Entity;
    dct:title "KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KGAgent>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BARTSparql>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChatBD>, <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER>, <https://neverblink.eu/ontologies/llm-kg/methods#Pangu>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RNNSparql>, <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BARTSparql> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BART SPARQL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatBD> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatBD" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EmbedKGQA" .
  
  <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#KGAgent> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "KG-Agent is an autonomous LLM-based agent framework designed to improve complex reasoning over KGs. It integrates a fine-tuned LLM as a planner, a multifunctional toolbox for KG interaction, a KG-based executor, and knowledge memory, using an iterative mechanism for tool selection and memory updates to conduct reasoning. This fits 'SynergizedReasoning' as it treats LLMs as agents interacting with KGs for complex reasoning.";
    rdfs:label "KG-Agent";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Pangu> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Pangu" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RNNSparql> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RNN SPARQL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Struct-GPT" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2402.11163> .
}

sub:pubinfo {
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