Nanopublications

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@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
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@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.2412.04690> dct:title "LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#LLMAlign> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AttrGNN> , <https://neverblink.eu/ontologies/llm-kg/methods#BERTINT> , <https://neverblink.eu/ontologies/llm-kg/methods#ChatEA> , <https://neverblink.eu/ontologies/llm-kg/methods#DERA> , <https://neverblink.eu/ontologies/llm-kg/methods#DERAR> , <https://neverblink.eu/ontologies/llm-kg/methods#GCNAlign> , <https://neverblink.eu/ontologies/llm-kg/methods#HMAN> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMEA> , <https://neverblink.eu/ontologies/llm-kg/methods#TEA> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AttrGNN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AttrGNN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#BERTINT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BERT-INT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatEA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ChatEA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#DERA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DERA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#DERAR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DERA-R" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GCNAlign> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GCN-Align" .
  <https://neverblink.eu/ontologies/llm-kg/methods#HMAN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HMAN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMAlign> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "LLM-Align is a three-stage framework for Entity Alignment (EA) that leverages LLMs. It uses heuristic methods for attribute and relation selection to create informative prompts and a multi-round voting mechanism to mitigate LLM hallucinations and positional bias, aiming to improve the accuracy of matching entities across KGs. Entity alignment is a crucial step in KG integration, falling under KG construction." ;
    rdfs:label "LLM-Align" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMEA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMEA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TEA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TEA" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.04690> .
}

sub:pubinfo {
  this: dct:created "2026-02-25T16:56:47.293Z"^^xsd:dateTime ;
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