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@prefix sub: <https://w3id.org/np/RAysrgEne51z8K3dI4LRMwq4i8mkwg9-dPydWC4nuIOi0/> .
@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;
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    a np:Nanopublication .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.07677> 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#ObservationDrivenAgentODA>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DirectAnsweringWithDeepSeekV2>, <https://neverblink.eu/ontologies/llm-kg/methods#DirectAnsweringWithGPT35>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DirectAnsweringWithGPT4>, <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#SPARQLQA>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ToG>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DirectAnsweringWithDeepSeekV2> a
      <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct Answering (DeepSeek-V2)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DirectAnsweringWithGPT35> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct Answering (GPT-3.5)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DirectAnsweringWithGPT4> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Direct Answering (GPT-4)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ObservationDrivenAgentODA> dct:subject
      <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "ODA is a novel AI agent framework designed for KG-centric tasks. It integrates LLMs and KGs through a cyclical paradigm of observation, action, and reflection, enabling the LLM to leverage autonomous reasoning patterns from the KG. This framework creates a synergistic reasoning process where the LLM acts as an agent interacting with and being guided by the KG's knowledge to enhance problem-solving.";
    rdfs:label "Observation-Driven Agent (ODA)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RACo> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RACo" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Re2G> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Re2G" .
  
  <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#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency" .
  
  <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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