[ {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg",
    "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ],
    "http://www.nanopub.org/nschema#hasAssertion" : [ {
      "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/assertion"
    } ],
    "http://www.nanopub.org/nschema#hasProvenance" : [ {
      "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/provenance"
    } ],
    "http://www.nanopub.org/nschema#hasPublicationInfo" : [ {
      "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/pubinfo"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/Head"
}, {
  "@graph" : [ {
    "@id" : "https://doi.org/10.48550/arXiv.2402.01729",
    "@type" : [ "http://www.w3.org/ns/prov#Entity" ],
    "http://purl.org/dc/terms/title" : [ {
      "@value" : "Contextualization Distillation from Large Language Model for Knowledge Graph Completion"
    } ],
    "http://purl.org/spar/cito/describes" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ContextualizationDistillation"
    } ],
    "http://purl.org/spar/cito/discusses" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#GenKGC"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGBERT"
    }, {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGS2S"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "CSProm-KG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ContextualizationDistillation",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://purl.org/dc/terms/subject" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion"
    } ],
    "http://purl.org/spar/fabio/hasURL" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#anyURI",
      "@value" : "https://github.com/Li0406/Contextulization-Distillation"
    } ],
    "http://www.w3.org/2000/01/rdf-schema#comment" : [ {
      "@value" : "Contextualization Distillation leverages LLMs to generate high-quality, context-rich descriptions for KG triplets. These LLM-generated contexts are then used in auxiliary tasks (reconstruction or contextualization) to train smaller KGC models, thereby enhancing their performance on Knowledge Graph Completion. The core idea is that LLMs augment the training data/signal for the KG completion task."
    } ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "Contextualization Distillation"
    } ],
    "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#GenKGC",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "GenKGC"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGBERT",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "KG-BERT"
    } ]
  }, {
    "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KGS2S",
    "@type" : [ "http://purl.org/spar/fabio/Workflow" ],
    "http://www.w3.org/2000/01/rdf-schema#label" : [ {
      "@value" : "KG-S2S"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/assertion"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/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.2402.01729"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/provenance"
}, {
  "@graph" : [ {
    "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg",
    "http://purl.org/dc/terms/created" : [ {
      "@type" : "http://www.w3.org/2001/XMLSchema#dateTime",
      "@value" : "2026-02-26T15:35:31.208Z"
    } ],
    "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.2402.01729"
    } ]
  }, {
    "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/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" : "E/rA2axSbK1HsAt5dwcPr78KUtWOaaxaeirpsiTBxSNnLFhUfkMdkCKnA3CZf4/5/i9QGKCts1TD/b9FOCSqhNzNj5dSbGctKN801FyaIcbN3Ik8mMu7ivoMwcCwsbwf8GiGYAi8Rify3nRow77UOAwwz4J+K+Fa9gtDgjQ5GiQhxCYI1jaEUnhBgnwCp0X3rkxwKNC+I62ff8k/vptFIbpr9xnDyQoNpLOuTtPnjOyFGG73NFM2ZLZVZYq7whUp6LltNGnMGql0UIw6F6pxoK02mVi4rXcLF7ZRARskZl9J6cdCnC505OtqtbeR7PRscu1lEJxEgfGQnqI0bEpEgw=="
    } ],
    "http://purl.org/nanopub/x/hasSignatureTarget" : [ {
      "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg"
    } ],
    "http://purl.org/nanopub/x/signedBy" : [ {
      "@id" : "https://neverblink.eu/ontologies/llm-kg/agent"
    } ]
  } ],
  "@id" : "https://w3id.org/np/RA0sIJ5Jd9k6bKVHFBeMQ4GWCdHreIplnPjNgeTxXNQFg/pubinfo"
} ]