Nanopublication

< Home

ID

https://w3id.org/np/RAicyvZBmoGj-uRjbkU_0SfBsktbn9QZSMHvQ4ZpPMh9c

Formats

.trig | .trig.txt | .jelly | .jelly.txt | .jsonld | .jsonld.txt | .nq | .nq.txt | .xml | .xml.txt

Content

@prefix this: <https://w3id.org/np/RAicyvZBmoGj-uRjbkU_0SfBsktbn9QZSMHvQ4ZpPMh9c> .
@prefix sub: <https://w3id.org/np/RAicyvZBmoGj-uRjbkU_0SfBsktbn9QZSMHvQ4ZpPMh9c/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@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.2412.12464> a prov:Entity;
    dct:title "LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LIKR>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CAFE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CSRec>, <https://neverblink.eu/ontologies/llm-kg/methods#GRU4Rec>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LRD>, <https://neverblink.eu/ontologies/llm-kg/methods#PGPR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#REINFORCEAlgorithm>, <https://neverblink.eu/ontologies/llm-kg/methods#SASRec>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TransE>, <https://neverblink.eu/ontologies/llm-kg/methods#UCPR> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CAFE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CAFE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CSRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CSRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GRU4Rec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GRU4Rec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LIKR> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "LIKR is a unified framework where an LLM is treated as a reasoner that outputs intuitive exploration strategies for a Knowledge Graph (KG). It integrates LLM's text-based output (user preferences) with KG embeddings into a hybrid reward function for a reinforcement learning agent. This agent then performs KG path reasoning to make recommendations, synergizing both LLM intuition and KG structure for enhanced reasoning capabilities.";
    rdfs:label "LLM's Intuition-aware Knowledge graph Reasoning model (LIKR)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LRD> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LRD" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PGPR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PGPR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#REINFORCEAlgorithm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "REINFORCE algorithm" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SASRec> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SASRec" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TransE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UCPR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UCPR" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.12464> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:26:20.492Z"^^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.2412.12464" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "d/hhl4wkOKWx7Zg8sMC+ncj4pwqCPWV8iK1611pTAXDCduWQjGORGpLNeYHdL6Cnw+74ABOTeY/P32xWzNa8pR6Ff+ywC3qEv4Dl2W4SeeIur+Qu+FLWuq3ZQEXUcvP9VQK8LHmDuqNz56WJ/6W4e5gZPPRG4+sIdwKb4o6WpWzMdmbPTGWksN2PgeNlv1LPBgAuW6MZ27mF4KvgwhGMsflSN8MmAhy2BuLddR02tyHaMshuwToNXCSPL+MinrUin4wKiyQ3iQPO1+8oKzSV6CBmXckE71tZrxClJQzoJqQ0TvBs7I4QvIBzKG3FvzhxXGagylZw/KUpsBbR05iuEw==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}