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

sub:Head {
  this: np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo;
    a np:Nanopublication .
}

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;
    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.2412.18702" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "oNPDKVdc+jVJa1Cm3PBCfB8Q8A4IvS+QWD7qh1EGKVzmSpH8HJTEKp98wKWQKDcWzILKp1DrwWSMdvGPcwJIIQN9rPR7nIqSpIvtxR7RHiGPBeO72DTM23Tw3hxDah4GC23Id0ETi8jff5XcZkCsoL/TQgrjIFag3jhOgNLxHQQaxKmYToDXtnP5zyXof1Z5cglUREWGxlQGapwf2L0pDqdcsdoCeUtbRCxdKzOg81vDmC8UJM7I+nwfv7n00PkfHJ64Na/vQ3lF5o1HYN64LcuqsyWrQFjU/MpRgXUamRa3chPkCLyz9fh04k36hl+Sqkan8HONO5j212MBIdRAaw==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}