Nanopublications

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@prefix sub: <https://w3id.org/np/RAWNYDqaaWrhohvF7Qe0_p8wazwAvBrak0uvq_ddzR-2U/> .
@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.2512.09127> dct:title "Knowledge-Guided Large Language Model for Automatic Pediatric Dental Record Understanding and Safe Antibiotic Recommendation" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeGuidedLargeLanguageModel> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BioGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#ClinicalBERT> , <https://neverblink.eu/ontologies/llm-kg/methods#Llama2Clinical> , <https://neverblink.eu/ontologies/llm-kg/methods#MedPaLM2> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#BioGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BioGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ClinicalBERT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ClinicalBERT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KnowledgeGuidedLargeLanguageModel> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "The KG-LLM proposes a hybrid architecture that explicitly fuses the LLM's semantic representation with knowledge-grounded embeddings from a pediatric dental knowledge graph using a learnable gating parameter. This creates a blended representation, aligning with 'SynergizedKnowledgeRepresentation' by effectively combining knowledge from both sources to enhance record understanding and safe antibiotic recommendations." ;
    rdfs:label "Knowledge-Guided Large Language Model (KG-LLM)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama2Clinical> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Llama-2 Clinical" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MedPaLM2> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Med-PaLM 2" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2512.09127> .
}

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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2512.09127" .
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