@prefix this: <https://w3id.org/np/RANsaMnapQnY6Mol8NVsW5s3LzhhxpWYa6cqDaj6iY4pg> .
@prefix sub: <https://w3id.org/np/RANsaMnapQnY6Mol8NVsW5s3LzhhxpWYa6cqDaj6iY4pg/> .
@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.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#HyKGE>, <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> .
  
  <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#GPT35DirectAnswering> a <http://purl.org/spar/fabio/Workflow>;
    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#HyKGE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HyKGE" .
  
  <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 that deeply integrates LLM and KG reasoning. It operates through a cyclical Observation-Action-Reflection paradigm, where the LLM acts as an agent interacting with the KG. The core contribution is an observation module that autonomously processes KG knowledge (using a recursive D-turn observe strategy) to generate reasoning patterns, which then guides the LLM's action and reflection steps, enabling synergistic reasoning for complex KG-related questions.";
    rdfs:label "ODA (Observation-Driven Agent)";
    <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" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.07677> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T13:19:48.611Z"^^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.2404.07677" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "vOVivrk8IGx0qyb7HU04C6A48utVADySerrP3rFTqS1XDtfr5Or9mGGSejZ5Wc6+ZIBUG7IrZEQIk3KsRbPlYDS7oy2clCoEVtpV/IyHBc11O8+rFAsNemUZhoq0H4OmiCfnM1czpguBRRP5KinBrIgXbWc1I/iJdMXuqIBfw6Hrad8wDgbkeQE6yQ7/eo+W835c8EjG6li8rMijhUSoAUFRYQExdBizJt4RGft4tmK/PkUc89k0CzLKqZwPerQ9mGCxg54/P6L5xwbsEkjKmobWNqUzOJ1VUyKh5amJMjgm+uwwFCmB/4s1vEzCF5qpP1/I5vEtwGEAKYqLgMhOwQ==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}