Nanopublication

ID

https://w3id.org/np/RAJvyOv84arEaulWSQhx_JVRHpBDqqqlOc2aUv5-Yd5IE
Formats

Content

@prefix this: <https://w3id.org/np/RAJvyOv84arEaulWSQhx_JVRHpBDqqqlOc2aUv5-Yd5IE> .
@prefix sub: <https://w3id.org/np/RAJvyOv84arEaulWSQhx_JVRHpBDqqqlOc2aUv5-Yd5IE/> .
@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.2410.08985> a prov:Entity;
    dct:title "Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#UagUncertaintyAwareKnowledgeGraphReasoning>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ConformalLanguageModeling>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ConformalPrediction>, <https://neverblink.eu/ontologies/llm-kg/methods#KgBasedRetrievalAugmentedGeneration>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LearnThenTestFramework>, <https://neverblink.eu/ontologies/llm-kg/methods#Llama38b>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LlmBasedStructuralQuery>, <https://neverblink.eu/ontologies/llm-kg/methods#LogitFreeConformalPredictionForLLMs>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SentenceTransformerModel>, <https://neverblink.eu/ontologies/llm-kg/methods#StandardSplitConformalPrediction>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TopKUncertaintyMethod> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ConformalLanguageModeling> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Conformal Language Modeling (CLM)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ConformalPrediction> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Conformal Prediction" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgBasedRetrievalAugmentedGeneration>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-based Retrieval-augmented Generation (KG-RAG)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LearnThenTestFramework> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Learn Then Test (LTT) framework" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama38b> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama3-8b" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LlmBasedStructuralQuery> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLM-based Structural Query" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LogitFreeConformalPredictionForLLMs>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Logit-free Conformal Prediction for LLMs" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SentenceTransformerModel> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SentenceTransformer model" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#StandardSplitConformalPrediction>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Standard Split Conformal Prediction (SplitCP)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TopKUncertaintyMethod> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Top-K" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UagUncertaintyAwareKnowledgeGraphReasoning>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "UAG is a novel multi-hop knowledge graph reasoning framework that incorporates uncertainty quantification (UQ) into its reasoning process. It combines KG-based candidate retrieval and path formulation with LLM-based candidate evaluation and answer generation, all controlled by a global error rate controller using the Learn-Then-Test framework. This synergizes LLMs and KGs for trustworthy reasoning.";
    rdfs:label "UAG (Uncertainty Aware Knowledge-Graph Reasoning)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2410.08985> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:24:59.591Z"^^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.2410.08985" .
  
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    npx:hasSignatureTarget this:;
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}