Nanopublication

ID

https://w3id.org/np/RAWMWJjyHFXCg6mcnZzvkyPrIvA4lAGWn2VmuArcIgpos
Formats

Content

@prefix this: <https://w3id.org/np/RAWMWJjyHFXCg6mcnZzvkyPrIvA4lAGWn2VmuArcIgpos> .
@prefix sub: <https://w3id.org/np/RAWMWJjyHFXCg6mcnZzvkyPrIvA4lAGWn2VmuArcIgpos/> .
@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.2511.04473> a prov:Entity;
    dct:title "Ground-Truth Subgraphs for Better Training and Evaluation of Knowledge Graph Augmented LLMs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#SynthKGQA>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#DynamicKGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraphConstrainedReasoning>, <https://neverblink.eu/ontologies/llm-kg/methods#KGQAGen>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph>, <https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SR>, <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DynamicKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Dynamic-KGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphConstrainedReasoning> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Graph-Constrained Reasoning" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGQAGen> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGQAGen" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Plan-on-Graph" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Reasoning on Graphs" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SubgraphRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SynthKGQA> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
    rdfs:comment "SynthKGQA is an LLM-powered framework for generating high-quality Knowledge Graph Question Answering (KGQA) datasets. It uses LLMs to propose questions, ground-truth answer subgraphs, seed entities, and SPARQL queries from an existing KG, effectively constructing structured data and associated natural language for KGQA tasks.";
    rdfs:label "SynthKGQA";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Think-on-Graph" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.04473> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:02:06.721Z"^^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.2511.04473" .
  
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