Nanopublications

@prefix this: <https://w3id.org/np/RAWMWJjyHFXCg6mcnZzvkyPrIvA4lAGWn2VmuArcIgpos> .
@prefix sub: <https://w3id.org/np/RAWMWJjyHFXCg6mcnZzvkyPrIvA4lAGWn2VmuArcIgpos/> .
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@prefix dct: <http://purl.org/dc/terms/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
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@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .

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  this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
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    a np:Nanopublication .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2511.04473> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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 {
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.04473" .
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