Nanopublications

@prefix this: <https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg> .
@prefix sub: <https://w3id.org/np/RA2WXz2x51Hnc8UpoFIsiBO6vqrruS2Dlp8cFiXiD6kJg/> .
@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 ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

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#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> ;
    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#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#OdaObservationDrivenAgent> 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, 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> .
  <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#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" .
}

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 "2026-02-25T16:53:38.664Z"^^xsd:dateTime ;
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