Nanopublications

@prefix this: <https://w3id.org/np/RA6OLbvx3KxmTsgne91YIoGYUaAQc2Y1rhoyB4HrjFyN0> .
@prefix sub: <https://w3id.org/np/RA6OLbvx3KxmTsgne91YIoGYUaAQc2Y1rhoyB4HrjFyN0/> .
@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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sub:assertion {
  <https://doi.org/10.48550/arXiv.2601.00202> dct:title "Knowledge Distillation for Temporal Knowledge Graph Reasoning with Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KnowledgeDistillationForTKGRWithLLMs> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BKD> , <https://neverblink.eu/ontologies/llm-kg/methods#FitNet> , <https://neverblink.eu/ontologies/llm-kg/methods#RKD> , <https://neverblink.eu/ontologies/llm-kg/methods#TADistMult> , <https://neverblink.eu/ontologies/llm-kg/methods#TTransE> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#BKD> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Classical Knowledge Distillation (BKD)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#FitNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "FitNet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LiEtAl2024KnowledgeDistillationForTKGRWithLLMs> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method proposes a two-stage knowledge distillation framework where LLMs act as teacher models to transfer structural and temporal reasoning capabilities to lightweight student models. The goal is to improve the performance and efficiency of temporal knowledge graph reasoning (a KG completion task) by leveraging the advanced reasoning signals from LLMs." ;
    rdfs:label "Knowledge Distillation Framework for Temporal Knowledge Graph Reasoning with Large Language Models" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#RKD> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Relational Knowledge Distillation (RKD)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TADistMult> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Temporal Attention DistMult (TADistMult)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TTransE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Temporal TransE (TTransE)" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2601.00202> .
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sub:pubinfo {
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2601.00202" .
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