Nanopublications

@prefix this: <https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s> .
@prefix sub: <https://w3id.org/np/RAbmlZSAHz9d7WzSKH7aijHq6-GuUzOjoVBqtz3rvzu2s/> .
@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 {
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2403.07311> dct:title "Knowledge Graph Large Language Model (KG-LLM) for Link Prediction" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmAblationFramework> , <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmFramework> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#analogy> , <https://neverblink.eu/ontologies/llm-kg/methods#complex> , <https://neverblink.eu/ontologies/llm-kg/methods#conGlr> , <https://neverblink.eu/ontologies/llm-kg/methods#convRot> , <https://neverblink.eu/ontologies/llm-kg/methods#distMult> , <https://neverblink.eu/ontologies/llm-kg/methods#rescal> , <https://neverblink.eu/ontologies/llm-kg/methods#transe> , <https://neverblink.eu/ontologies/llm-kg/methods#wsGat> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#analogy> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Analogy" .
  <https://neverblink.eu/ontologies/llm-kg/methods#complex> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CompleX" .
  <https://neverblink.eu/ontologies/llm-kg/methods#conGlr> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ConGLR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#convRot> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ConvRot" .
  <https://neverblink.eu/ontologies/llm-kg/methods#distMult> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DistMult" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmAblationFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This is an ablation variant of the KG-LLM framework, where the knowledge prompt structure is simplified by removing explicit instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It is explicitly designed and evaluated as a baseline within the same LLM-augmented KG completion approach." ;
    rdfs:label "KG-LLM (ablation) Framework" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgLlmFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "The KG-LLM framework converts multi-hop knowledge graph paths into natural language Chain-of-Thought prompts. These prompts are then used for instruction fine-tuning of Large Language Models (LLMs) to perform multi-hop link and relation prediction, which are tasks aimed at completing missing information within Knowledge Graphs." ;
    rdfs:label "Knowledge Graph Large Language Model (KG-LLM) Framework" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#rescal> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RESCAL" .
  <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#wsGat> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "wsGAT" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2403.07311> .
}

sub:pubinfo {
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    npx:supersedes <https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2403.07311" .
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