@prefix this: <https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM> .
@prefix sub: <https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/> .
@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.2502.11471> dct:title "GLTW: Joint Improved Graph-Transformer Encoder and LLM via Three-Word Language for Knowledge Graph Completion";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#GLTW>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CompGCN>, <https://neverblink.eu/ontologies/llm-kg/methods#CompoundE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GGLM>, <https://neverblink.eu/ontologies/llm-kg/methods#GPT35>,
      <https://neverblink.eu/ontologies/llm-kg/methods#HAKE>, <https://neverblink.eu/ontologies/llm-kg/methods#KGBERT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KGFIT>, <https://neverblink.eu/ontologies/llm-kg/methods#KGLanguagePrompt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KGS2S>, <https://neverblink.eu/ontologies/llm-kg/methods#KICGPT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KRACL>, <https://neverblink.eu/ontologies/llm-kg/methods#Llama2-13B>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LoRA>, <https://neverblink.eu/ontologies/llm-kg/methods#MKGL>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MPIKGCS>, <https://neverblink.eu/ontologies/llm-kg/methods#PEMLM-F>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PNA>, <https://neverblink.eu/ontologies/llm-kg/methods#REPOTE>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RotatE>, <https://neverblink.eu/ontologies/llm-kg/methods#ThreeWordLanguage>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TransE>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CSProm-KG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CompGCN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CompGCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CompoundE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CompoundE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GGLM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "gGLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GLTW> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "The GLTW method proposes a novel unified framework that integrates an improved Graph Transformer (iGT) for encoding KG structural information with Large Language Models. It explicitly fuses the embeddings from both iGT and the LLM via an \"Embedding Fusion Module\" and leverages a KG language prompt. This joint training and representation fusion allows for a synergistic approach where knowledge from both modalities is effectively combined to enhance Knowledge Graph Completion.";
    rdfs:label "GLTW";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GPT35> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-3.5-Turbo with one-shot ICL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HAKE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HAKE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGBERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-BERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGFIT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-FIT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGLanguagePrompt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG Language Prompt" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGS2S> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-S2S" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KICGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KICGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KRACL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KRACL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama2-13B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama-2-13B+Struct" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LoRA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LoRA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MKGL> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MKGL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MPIKGCS> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MPIKGC-S" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PEMLM-F> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PEMLM-F" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PNA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PNA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#REPOTE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "REP-OTE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RotatE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RotatE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ThreeWordLanguage> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Three-word Language" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TransE> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransE" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2502.11471> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:45:39.426Z"^^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.2502.11471" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "utv6MzdrgH4vXetanXMf3VqeRfWKFHuFJCK+ioo8tvYOQIZxxhTv1r1tX3adqtC0DV+OmqLkACBiogGgETIMwceBMNbIUssm+MQcHAQeqqNa0ICqOUYbRUdWeiPmyFiNYx5qoQQkLjhgUaPsVHsSijVNwH0dWh1R3bGROnMaQbXGbIbpvjxQLHVMjU+GLvHV/P6XYbVYC+00ghsJCF1m33jgPkraEZWUffYMxLKUF1HsoqTMyqQaOg9PfIDudx8OEaCbrrJ9UAmJZBtvzhHGmgO0WAuy2EvIpoaMiMZckax2WgjAkVfBIl6573qcplTBI2B2pyAt9V0nMH1Jz3XUFA==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}