Nanopublications

@prefix this: <https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8> .
@prefix sub: <https://w3id.org/np/RAoXCa1J8I6qcLkJtC2Jo6aueA5KktuvM7-7OB73CVge8/> .
@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 ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

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 .
  <https://neverblink.eu/ontologies/llm-kg/methods#cspromKg> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CSProm-KG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgLlm> a <http://purl.org/spar/fabio/Workflow> ;
    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> ;
    rdfs:label "MOTIF" .
  <https://neverblink.eu/ontologies/llm-kg/methods#prolink> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PROLINK" .
  <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> .
}

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.2510.13909" .
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