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https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y

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Content

@prefix this: <https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y> .
@prefix sub: <https://w3id.org/np/RA6vBcN6XIgb2KGlxZc8xpDSzrplD1TGy8w7vrov8AE4Y/> .
@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: 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#AutoGpt>,
      <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#Kvmemnet>, <https://neverblink.eu/ontologies/llm-kg/methods#MmReAct>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Nsm>, <https://neverblink.eu/ontologies/llm-kg/methods#Pangu>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ProgPrompt>, <https://neverblink.eu/ontologies/llm-kg/methods#ReAct>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Rgcn>, <https://neverblink.eu/ontologies/llm-kg/methods#RnnSparql>,
      <https://neverblink.eu/ontologies/llm-kg/methods#StructGpt>, <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#WebGpt> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AutoGpt> a <http://purl.org/spar/fabio/Workflow>;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/Significant-Gravitas/AutoGPT"^^xsd:anyURI;
    rdfs:label "AutoGPT" .
  
  <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 synergize LLMs and KGs for complex reasoning tasks over KGs. It treats the LLM as a planner that actively interacts with the KG through a specialized multifunctional toolbox and an iterative memory-updating mechanism. This aligns perfectly with the 'treating LLMs as agents to interact with the KGs to conduct reasoning' aspect of SynergizedReasoning.";
    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#Kvmemnet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KVMemNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MmReAct> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MM-REACT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Nsm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NSM" .
  
  <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#ProgPrompt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ProgPrompt" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReAct> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReAct" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Rgcn> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RGCN" .
  
  <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" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransferNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#WebGpt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "WebGPT" .
}

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 {
  this: dct:created "2026-02-26T13:20:32.929Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2402.11163" .
  
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