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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#> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2510.13909> dct:title "KNOWLEDGE REASONING LANGUAGE MODEL: UNI-FYING KNOWLEDGE AND LANGUAGE FOR INDUCTIVE KNOWLEDGE GRAPH REASONING";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#knowledgeReasoningLanguageModel>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#cspromKg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kgLlm>, <https://neverblink.eu/ontologies/llm-kg/methods#kicgpt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#mkgl>, <https://neverblink.eu/ontologies/llm-kg/methods#motif>,
      <https://neverblink.eu/ontologies/llm-kg/methods#prolink>, <https://neverblink.eu/ontologies/llm-kg/methods#trix>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ultra>;
    a prov:Entity .
  
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    rdfs:label "KG-LLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kicgpt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KICGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#knowledgeReasoningLanguageModel>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "KRLM proposes a novel framework to \"achieve unified coordination between LLM knowledge and KG context throughout the KGR process\" to alleviate knowledge distortion and hallucinations in LLM-based KGFMs for inductive KGR. It integrates LLM and KG knowledge through a specialized tokenizer, attention layers with dynamic knowledge memory, and a structure-aware next-entity predictor for enhanced reasoning, directly aligning with synergized models that effectively conduct reasoning with both LLMs and KGs.";
    rdfs:label "Knowledge Reasoning Language Model";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#mkgl> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MKGL" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#motif> a <http://purl.org/spar/fabio/Workflow>;
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  <https://neverblink.eu/ontologies/llm-kg/methods#trix> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TRIX" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ultra> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ULTRA" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2510.13909> .
}

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