Nanopublications

@prefix this: <https://w3id.org/np/RA3rC4HKg3oOEpBkxIDrJ3DQYkPle89M0RRumAdIJFR3A> .
@prefix sub: <https://w3id.org/np/RA3rC4HKg3oOEpBkxIDrJ3DQYkPle89M0RRumAdIJFR3A/> .
@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.2506.21556> dct:title "VAT-KG: KNOWLEDGE-INTENSIVE MULTIMODAL KNOWLEDGE GRAPH DATASET FOR RETRIEVAL-AUGMENTED GENERATION" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#multimodalRagFramework> , <https://neverblink.eu/ontologies/llm-kg/methods#vatkgConstructionPipeline> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#gemini2Dot5> , <https://neverblink.eu/ontologies/llm-kg/methods#gpt4o> , <https://neverblink.eu/ontologies/llm-kg/methods#m2ConceptBase> , <https://neverblink.eu/ontologies/llm-kg/methods#qwen2Dot5Omni> , <https://neverblink.eu/ontologies/llm-kg/methods#videoLlama2> , <https://neverblink.eu/ontologies/llm-kg/methods#wikidata5M> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#gemini2Dot5> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Gemini-2.5" .
  <https://neverblink.eu/ontologies/llm-kg/methods#gpt4o> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GPT-4o" .
  <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#multimodalRagFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This framework integrates VAT-KG with Multimodal Large Language Models (MLLMs) for question answering across diverse modalities. It synergistically combines retrieval from VAT-KG with MLLM generation and includes a \"Retrieval Checker\" that uses the MLLM's text encoder to filter retrieved KG triplets, indicating a unified reasoning process where both LLM and KG representations are actively combined." ;
    rdfs:label "Multimodal RAG Framework" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#qwen2Dot5Omni> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Qwen2.5-Omni" .
  <https://neverblink.eu/ontologies/llm-kg/methods#vatkgConstructionPipeline> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method proposes a four-step pipeline for constructing the Visual-Audio-Text Knowledge Graph (VAT-KG). It explicitly leverages LLMs for \"Knowledge-Intensive Recaptioning\" to enrich textual data and \"Multimodal Triplet Grounding\" to extract knowledge-intensive triplets, directly supporting the construction of the knowledge graph. Thus, LLMs are used to improve a KG task, specifically KG construction." ;
    rdfs:label "VAT-KG Construction Pipeline" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#videoLlama2> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Video-LLaMA2" .
  <https://neverblink.eu/ontologies/llm-kg/methods#wikidata5M> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Wikidata5M" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2506.21556> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:44:44.440Z"^^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.2506.21556" .
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