Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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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 framework serves as a baseline variant of the KG-LLM approach. It converts multi-hop KG paths into natural language prompts but explicitly removes instructions, textualized IDs, and Chain-of-Thought reasoning from the expected response. It uses instruction fine-tuning to train LLMs for multi-hop link and relation prediction as a comparative method." ;
    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 "This framework converts multi-hop KG paths into Chain-of-Thought natural language prompts with instructions. These prompts are then used to instruction fine-tune LLMs, enabling them to perform multi-hop link prediction and relation prediction tasks within knowledge graphs, significantly leveraging LLMs to enhance KG completion." ;
    rdfs:label "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> .
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sub:pubinfo {
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