Nanopublications

@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 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/> .

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    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.12464> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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 {
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2412.12464" .
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