Nanopublications

@prefix this: <https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA> .
@prefix sub: <https://w3id.org/np/RAN6x8UFqssiYdmTGjsTgL2Moir4a4NqpFMtL8iBFl4gA/> .
@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.2503.12972> dct:title "Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ValiK> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GraphAdapter> , <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#MRMKG> , <https://neverblink.eu/ontologies/llm-kg/methods#MSPT> , <https://neverblink.eu/ontologies/llm-kg/methods#SceneMMKG> , <https://neverblink.eu/ontologies/llm-kg/methods#TIVAKG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraphAdapter> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraphAdapter" .
  <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#MRMKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MR-MKG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MSPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MSPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SceneMMKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Scene-MMKG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TIVAKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TIVA-KG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ValiK> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "VaLiK is a unified framework that first uses VLMs to generate and verify textual descriptions from images, then employs LLMs for symbolic structuring to construct Multimodal Knowledge Graphs (MMKGs), and finally leverages these MMKGs to enhance LLM reasoning during inference by augmenting prompts. This approach involves LLMs both in KG construction and in interacting with KGs for enhanced reasoning, demonstrating mutual enhancement and synergy." ;
    rdfs:label "Vision-align-to-Language integrated Knowledge Graph (VaLiK)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2503.12972> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:24:05.290Z"^^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.2503.12972" .
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