Nanopublications

@prefix this: <https://w3id.org/np/RA-QHry_QID0TEfxRJg6VeR-FP5jSJZU7lIvgGO_RWL-s> .
@prefix sub: <https://w3id.org/np/RA-QHry_QID0TEfxRJg6VeR-FP5jSJZU7lIvgGO_RWL-s/> .
@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.2410.12229> dct:title "Comprehending Knowledge Graphs with Large Language Models for Recommender Systems" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#CoLaKG> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BPRMF> , <https://neverblink.eu/ontologies/llm-kg/methods#CKE> , <https://neverblink.eu/ontologies/llm-kg/methods#CLLM4Rec> , <https://neverblink.eu/ontologies/llm-kg/methods#KAR> , <https://neverblink.eu/ontologies/llm-kg/methods#KGAT> , <https://neverblink.eu/ontologies/llm-kg/methods#KGCL> , <https://neverblink.eu/ontologies/llm-kg/methods#KGIN> , <https://neverblink.eu/ontologies/llm-kg/methods#KGRec> , <https://neverblink.eu/ontologies/llm-kg/methods#LightGCN> , <https://neverblink.eu/ontologies/llm-kg/methods#NFM> , <https://neverblink.eu/ontologies/llm-kg/methods#RLMRec> , <https://neverblink.eu/ontologies/llm-kg/methods#RippleNet> ;
    a prov:Entity .
  <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#CKE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CKE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#CLLM4Rec> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CLLM4Rec" .
  <https://neverblink.eu/ontologies/llm-kg/methods#CoLaKG> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGEmbedding> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "CoLaKG leverages LLMs to comprehend local and global knowledge graph (KG) information, and user preferences, generating semantic embeddings for items and users. These LLM-derived embeddings enrich the representations of KGs by encoding their textual descriptions and connections, thereby addressing KG limitations like missing facts and semantic loss to improve recommendation performance." ;
    rdfs:label "Co-LaKG" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#KAR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KAR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGAT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGAT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGCL> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGCL" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGIN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGIN" .
  <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#LightGCN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LightGCN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#NFM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "NFM" .
  <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#RippleNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RippleNet" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2410.12229> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:48:11.325Z"^^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.2410.12229" .
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