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@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/> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.07677> a prov:Entity;
    dct:title "ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Gpt35DirectAnswering>, <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4DirectAnswering>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Raco>, <https://neverblink.eu/ontologies/llm-kg/methods#Rag>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Re2G>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SparqlQa>, <https://neverblink.eu/ontologies/llm-kg/methods#ToG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CoT" .
  
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    rdfs:label "GPT-3.5 (direct answering)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4DirectAnswering> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-4 (direct answering)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#OdaObservationDrivenAgent> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "ODA is a novel AI agent framework designed for KG-centric tasks, employing an iterative \"observation, action, and reflection\" cycle. It deeply integrates LLMs and KGs by allowing the LLM to act as an agent that interacts with the KG to conduct reasoning, where KG observations guide the LLM's decision-making and memory updates.";
    rdfs:label "ODA: Observation-Driven Agent";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
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    rdfs:label "RACo" .
  
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    rdfs:label "RAG" .
  
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    rdfs:label "Re2G" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SparqlQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SPARQL-QA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
}

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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.07677> .
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