Nanopublications

@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: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
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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#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> ;
    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#HyKGE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HyKGE" .
  <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 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 ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2404.07677" .
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