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@prefix sub: <https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@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/> .
@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/> .

<https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8> a np:Nanopublication;
  np:hasAssertion sub:assertion;
  np:hasProvenance sub:provenance;
  np:hasPublicationInfo sub:pubinfo;
  dct:created "2026-02-26T15:56:57.863Z"^^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.2402.04978" .

<https://doi.org/10.48550/arXiv.2402.04978> a prov:Entity;
  dct:title "An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration";
  <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme>;
  <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting>,
    <https://neverblink.eu/ontologies/llm-kg/methods#DECAF>, <https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM>,
    <https://neverblink.eu/ontologies/llm-kg/methods#HGNet>, <https://neverblink.eu/ontologies/llm-kg/methods#IOPropting>,
    <https://neverblink.eu/ontologies/llm-kg/methods#KAPING>, <https://neverblink.eu/ontologies/llm-kg/methods#NSM>,
    <https://neverblink.eu/ontologies/llm-kg/methods#PullNet>, <https://neverblink.eu/ontologies/llm-kg/methods#RACo>,
    <https://neverblink.eu/ontologies/llm-kg/methods#RetrievalAugmentedGeneration>, <https://neverblink.eu/ontologies/llm-kg/methods#SPARQLQA>,
    <https://neverblink.eu/ontologies/llm-kg/methods#T5forCBQA>, <https://neverblink.eu/ontologies/llm-kg/methods#UNICORN>,
    <https://neverblink.eu/ontologies/llm-kg/methods#VERA> .

<https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "Chain-of-Thought Prompting" .

<https://neverblink.eu/ontologies/llm-kg/methods#DECAF> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "DECAF" .

<https://neverblink.eu/ontologies/llm-kg/methods#GreaseLM> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "GreaseLM" .

<https://neverblink.eu/ontologies/llm-kg/methods#HGNet> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "HGNet" .

<https://neverblink.eu/ontologies/llm-kg/methods#IOPropting> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "IO Propting" .

<https://neverblink.eu/ontologies/llm-kg/methods#KAPING> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "KAPING" .

<https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KGIntegratedCollaborationScheme>
  a <http://purl.org/spar/fabio/Workflow>;
  dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
  rdfs:comment "This method proposes a training-free collaborative reasoning scheme where LLMs act as agents to iteratively explore KGs, retrieve task-relevant subgraphs, and then combine their inherent implicit knowledge with explicit KG knowledge for step-by-step, transparent reasoning. This synergistic approach aims to enhance LLM reasoning capabilities and interpretability by actively integrating KG interaction into the reasoning process.";
  rdfs:label "KG-Integrated Collaboration Scheme";
  <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .

<https://neverblink.eu/ontologies/llm-kg/methods#NSM> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "NSM" .

<https://neverblink.eu/ontologies/llm-kg/methods#PullNet> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "PullNet" .

<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#RetrievalAugmentedGeneration> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "Retrieval-Augmented Generation" .

<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#T5forCBQA> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "T5 for CBQA" .

<https://neverblink.eu/ontologies/llm-kg/methods#UNICORN> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "UNICORN" .

<https://neverblink.eu/ontologies/llm-kg/methods#VERA> a <http://purl.org/spar/fabio/Workflow>;
  rdfs:label "VERA" .

sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
  prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2402.04978> .

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