[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/pubinfo"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/Head"
}, {
  "@graph" : [ {
    "@id" : "https://doi.org/10.48550/arXiv.2503.23523",
    "@type" : [ "http://www.w3.org/ns/prov#Entity" ],
    "http://purl.org/dc/terms/title" : [ {
      "@value" : "Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models"
    } ],
    "http://purl.org/spar/cito/describes" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#QuestionAwareKnowledgeGraphPrompting"
    } ],
    "http://purl.org/spar/cito/discusses" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#GraphNeuralPrompting"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGEvidencePrompting"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMOnly"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#PromptEnhancedLLM"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#SoftPrompting"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#GraphNeuralPrompting",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "GNP (Graph Neural Prompting)"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGEvidencePrompting",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "KGEP (KG Evidence Prompting)"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMOnly",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "LLM (LLM-Only)"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#PromptEnhancedLLM",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "PE (Prompt-Enhanced LLM)"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#QuestionAwareKnowledgeGraphPrompting",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://purl.org/dc/terms/subject" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#comment" : [ {
      "@value" : "This method enhances LLM performance in Multiple Choice Question Answering (MCQA) by generating query-adaptive soft prompts from Knowledge Graphs (KGs) during the inference stage. It integrates question embeddings into GNN aggregation (QNA) to assess KG relevance and uses global attention across answer options (GTP) to enrich soft prompt completeness, without requiring LLM fine-tuning."
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Question-Aware Knowledge Graph Prompting"
    } ],
    "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#SoftPrompting",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "SP (Soft Prompting)"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/assertion"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/assertion",
    "http://www.w3.org/ns/prov#wasAttributedTo" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ],
    "http://www.w3.org/ns/prov#wasDerivedFrom" : [ {
      "@id" : "https://doi.org/10.48550/arXiv.2503.23523"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA",
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2026-02-26T15:20:09.148Z"
    } ],
    "http://purl.org/dc/terms/creator" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ],
    "http://purl.org/nanopub/x/hasNanopubType" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2503.23523"
    } ]
  }, {
    "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/sig",
    "http://purl.org/nanopub/x/hasAlgorithm" : [ {
      "@value" : "RSA"
    } ],
    "http://purl.org/nanopub/x/hasPublicKey" : [ {
      "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"
    } ],
    "http://purl.org/nanopub/x/hasSignature" : [ {
      "@value" : "I7yqaJqZsF2wL1x9bpx+53tMIeTgYPdgAzKC0fAM9dUuZnh5osHRTEa1y/LRWj8HTRaldxFis4wrMQNoChUDUEUXzMs+cDaOFf+XPc6rcR46FCHs1BJgDa2rTb3VnZsgyKmx6pBYA+HS1J9NFAVLJpZzPTWUB7U7ioITVS74KWylau/030YdDwOLLec8yC5DmZfkRInmV8uIApcnLhw8VkQ1oYPm9vrleRfcbjFT7Hd4LFsz7F/7xaOBFPngSsmpo5g8PUYqjUfT71TA7qe7yz9yjqKNGl2u4uw78rtVMGm0U9jMc0rusgVLPG440W5iLfVJR3zFcMgr6h1r4iZTng=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA"
    } ],
    "http://purl.org/nanopub/x/signedBy" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA_RCrkVLDfTcc3lmJvCqgECFIWygsxVXoGHpVCOAJPOA/pubinfo"
} ]