Nanopublication

ID

https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8
Formats

Content

@prefix this: <https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8> .
@prefix sub: <https://w3id.org/np/RAm1LTICkrYYKYRGXBJYTJNMvghYLAhTo82aR6w0BR7-8/> .
@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.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:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2402.04978> .
}

sub:pubinfo {
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    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" .
  
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