@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: np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo;
    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2512.20136> 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>;
    a prov:Entity .
  
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    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" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "TOsKO1xEtmLIE66dS8jTC33Z7kWnCWwBOBEs/ux9Z5HFAUJjfTgjWzjEoWb6KYEC3czSeynusALBOutncCe2zCu7Jm+Oih0NcczBkvt9ZRQubWB/F8Kpg9D5H7sVxQ63n/fuSDEMQIBQm4gZurzO89HDfe7U1LriC3Q7W/xLQu8Y2ItiqKTVLufKR7zgE5qGhOqHow5ewjabs5NGlRI7YraOgFtungOSzx+7/THlHJWeaYU+Kfk76UPoiqJOHFepTaHQatfGtvYuBl7dMtWikRozazhhGzM5GkekhiMW1jHV+hORqHxeDG+q9Bbx0YUw81q//gia7EYN3X/dkoR1vA==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}