Nanopublications

@prefix this: <https://w3id.org/np/RA0ljE9uq4-6Ih984bdo7iq3z2_SxNOifam38G2U8R8K4> .
@prefix sub: <https://w3id.org/np/RA0ljE9uq4-6Ih984bdo7iq3z2_SxNOifam38G2U8R8K4/> .
@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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    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2405.19266> dct:title "PediatricsGPT: Large Language Models as Chinese Medical Assistants for Pediatric Applications" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#PediatricsGPTTrainingPipeline> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#RLHF> , <https://neverblink.eu/ontologies/llm-kg/methods#VanillaDPO> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#PediatricsGPTTrainingPipeline> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMPretraining> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "The PediatricsGPT method proposes a systematic training pipeline for an LLM assistant. A key component of this pipeline, the \"hybrid instruction pre-training mechanism\" within the Continuous Pre-Training phase, explicitly integrates knowledge graph resources into the PedCorpus-CPT dataset. This integration directly enhances the LLM's foundational medical knowledge and domain adaptation during pre-training, ultimately improving its performance in pediatric applications." ;
    rdfs:label "PediatricsGPT (Training Pipeline)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#RLHF> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RLHF" .
  <https://neverblink.eu/ontologies/llm-kg/methods#VanillaDPO> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Vanilla DPO" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2405.19266> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:17:38.377Z"^^xsd:dateTime ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2405.19266" .
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