Nanopublications

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@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 {
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2410.08985> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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 {
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2410.08985" .
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