Nanopublications

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@prefix sub: <https://w3id.org/np/RAOpAhXI-esnRd_idPKURHGsx-2n8YKxjnMfbJtoaP4WI/> .
@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/> .

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sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.18702> dct:title "CYPHERBENCH: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AutomaticTextToCypherTaskGenerationPipeline> , <https://neverblink.eu/ontologies/llm-kg/methods#TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexKHopNeighbourhood> , <https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexPropertyGraphIndex> , <https://neverblink.eu/ontologies/llm-kg/methods#SExpressionIntermediateLogicalForm> , <https://neverblink.eu/ontologies/llm-kg/methods#SPINACH> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AutomaticTextToCypherTaskGenerationPipeline> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGToTextGeneration> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This pipeline automates the creation of a high-quality text-to-Cypher benchmark by first generating initial (question, Cypher) pairs from graph patterns using templates. LLMs are then employed in multiple stages to rewrite these template-generated questions into more natural-sounding language and to verify their semantic equivalence, effectively leveraging LLMs to generate text (questions) that describe facts or queries over KGs." ;
    rdfs:label "Automatic Text-to-Cypher Task Generation Pipeline" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexKHopNeighbourhood> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LlamaIndex K-Hop Neighbourhood Retrieval" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexPropertyGraphIndex> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LlamaIndex Property Graph Index" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SExpressionIntermediateLogicalForm> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "S-expression Intermediate Logical Form for Text-to-SPARQL" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SPINACH> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SPINACH" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method proposes a novel approach to enable Large Language Models (LLMs) to efficiently and accurately retrieve information from full-scale modern RDF knowledge graphs. It involves transforming complex RDF graphs into domain-specific property graph views that are more amenable to LLM querying via Cypher, thereby enhancing the LLM's ability to access and utilize structured knowledge during inference." ;
    rdfs:label "Text-to-Cypher Retrieval over Property Graph Views of RDF KGs" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.18702> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:28:48.135Z"^^xsd:dateTime ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2412.18702" .
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