Nanopublications

@prefix this: <https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI> .
@prefix sub: <https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/> .
@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 ;
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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#GraphEdit> , <https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph> , <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#GraphEdit> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphEdit" .
  <https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "InstructGraph" .
  <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 method is a variant of the KG-LLM Framework, specifically designed with a simplified \"ablation knowledge prompt.\" Unlike the full KG-LLM prompt, it removes explicit instructions, textualized IDs, and CoT reasoning from the expected response. It is introduced and evaluated by the authors as a baseline within their proposed approach to demonstrate the effectiveness of the advanced prompting strategies in the full KG-LLM Framework for multi-hop link prediction." ;
    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 is a novel method that converts structured KG data (multi-hop paths) into natural language Chain-of-Thought (CoT) prompts. These prompts are then used to instruction fine-tune LLMs to enhance multi-hop link prediction and relation prediction performance in KGs. The method leverages LLMs' generative and reasoning capabilities to solve KG completion tasks." ;
    rdfs:label "Knowledge Graph Large Language Model Framework (KG-LLM)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MuseGraph" .
  <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:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2403.07311" .
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