Nanopublications

@prefix this: <https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM> .
@prefix sub: <https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/> .
@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.2507.16826> dct:title "A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#QMKGF> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BCERerank> , <https://neverblink.eu/ontologies/llm-kg/methods#BERT> , <https://neverblink.eu/ontologies/llm-kg/methods#BGERerank> , <https://neverblink.eu/ontologies/llm-kg/methods#BM25> , <https://neverblink.eu/ontologies/llm-kg/methods#ERNIE> , <https://neverblink.eu/ontologies/llm-kg/methods#Genground> , <https://neverblink.eu/ontologies/llm-kg/methods#KG2RAG> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKG> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKGRerank> , <https://neverblink.eu/ontologies/llm-kg/methods#LLMsOnly> , <https://neverblink.eu/ontologies/llm-kg/methods#LandmarkEmbedding> , <https://neverblink.eu/ontologies/llm-kg/methods#QCGrerank> , <https://neverblink.eu/ontologies/llm-kg/methods#WRAG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#BCERerank> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BCE-rerank" .
  <https://neverblink.eu/ontologies/llm-kg/methods#BERT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BERT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#BGERerank> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BGE-rerank" .
  <https://neverblink.eu/ontologies/llm-kg/methods#BM25> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BM25" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ERNIE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ERNIE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Genground> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Genground" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KG2RAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG2RAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMs-KG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsKGRerank> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMs-KG-rerank" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LLMsOnly> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLMs-only" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LandmarkEmbedding> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Landmark Embedding" .
  <https://neverblink.eu/ontologies/llm-kg/methods#QCGrerank> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "QCG-rerank" .
  <https://neverblink.eu/ontologies/llm-kg/methods#QMKGF> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "QMKGF is proposed to enhance Retrieval-Augmented Generation (RAG) by leveraging KGs to provide more relevant context to LLMs. It involves KG construction, multi-path subgraph creation, query-aware subgraph fusion, and KG-based query expansion, all aimed at improving the quality of LLM-generated responses during the inference stage." ;
    rdfs:label "QMKGF" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#WRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "W-RAG" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2507.16826> .
}

sub:pubinfo {
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2507.16826" .
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