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@prefix this: <https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0> .
@prefix sub: <https://w3id.org/np/RAhqhJYaWKp4uVM8DekNlbg482M_2J7ItjydcrtFGcFD0/> .
@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2512.20136> a prov:Entity;
    dct:title "M 3 KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#M3KGRAG>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2>, <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#M2ConceptBase>, <https://neverblink.eu/ontologies/llm-kg/methods#MRMKG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#VATKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG2> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "HippoRAG2" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LightRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#M2ConceptBase> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "M2ConceptBase" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#M3KGRAG> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "M3KG-RAG is an end-to-end framework that constructs a multi-hop multimodal knowledge graph (M3KG) using a lightweight multi-agent pipeline (LLMs as agents for KG construction) and employs a novel Grounded Retrieval And Selective Pruning (GRASP) mechanism for retrieving and filtering knowledge. It is designed to enhance multimodal large language models (MLLMs) by supplying query-aligned, answer-supportive knowledge to improve their reasoning depth and answer faithfulness. This method integrates LLM agents for KG construction and KG-enhanced retrieval for MLLMs, thereby synergizing both aspects for reasoning.";
    rdfs:label "M3KG-RAG (Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MRMKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MR-MKG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#VATKG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "VAT-KG" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2512.20136> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:25:19.285Z"^^xsd:dateTime;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2512.20136" .
  
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