Nanopublication

ID

https://w3id.org/np/RA0lnPYyIZxNzTCIQYF6jM8ZnmTg34f1WgA4nwMwtyCM4
Formats

Content

@prefix this: <https://w3id.org/np/RA0lnPYyIZxNzTCIQYF6jM8ZnmTg34f1WgA4nwMwtyCM4> .
@prefix sub: <https://w3id.org/np/RA0lnPYyIZxNzTCIQYF6jM8ZnmTg34f1WgA4nwMwtyCM4/> .
@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2601.08148> a prov:Entity;
    dct:title "Enriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#spikeSemanticProfilesIntoKnowledgeGraphsForEnhancedRecommendation>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#bprMf>,
      <https://neverblink.eu/ontologies/llm-kg/methods#colaKG>, <https://neverblink.eu/ontologies/llm-kg/methods#diffKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kgRec>, <https://neverblink.eu/ontologies/llm-kg/methods#lightGCL>,
      <https://neverblink.eu/ontologies/llm-kg/methods#lightGCN>, <https://neverblink.eu/ontologies/llm-kg/methods#rlmRec>,
      <https://neverblink.eu/ontologies/llm-kg/methods#sgl> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#bprMf> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BPR-MF" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#colaKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CoLaKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#diffKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DiffKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kgRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#lightGCL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LightGCL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#lightGCN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LightGCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#rlmRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RLMRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#sgl> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SGL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#spikeSemanticProfilesIntoKnowledgeGraphsForEnhancedRecommendation>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation>;
    rdfs:comment "SPiKE is a recommender model that synergizes knowledge from LLM-generated semantic profiles and KG structural information. It uses a profile-aware KG aggregation mechanism to integrate profiles during message passing and a pairwise matching loss to align KG and LLM-generated profile embeddings, thereby creating a unified representation for recommendation.";
    rdfs:label "SPiKE (Semantic Profiles into Knowledge Graphs for Enhanced Recommendation)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2601.08148> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:44:26.066Z"^^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.2601.08148" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "ZptcJgqtv3qMwooxZ/BX9oghyMTD7vW6Xrl448trgoIkkmEA+vocTBJBr4BM4lJBxsvMaUwM+CclRXs+gHkVGUj+61IgXd1p8wo+5YSXytueaRM6rpSz/bDWTz7LtKZQI2PAPKXnnCAeJN6PdwV94pc7wagSYIgB+B55y0gyrhn6W24w9hwRhBfcTsDblcZnBmDTRGAyYuVLqv8YgYrFjP+WRCsPA5N+xGTM54nzmcQyN15n4oONtGeN3/q3nEBy8K6mPd//CQqsoRC2Bu3kT4Bfhhz9eZKHU/0mR3SHYDr9tWFUnBdz+zC9tS5E2GCzY9qVQ5riwdLog4ZjCwxZ6w==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}