@prefix this: <https://w3id.org/np/RAG_6ih5NZR4N34EHO0NFGoTRt7NQzNL6Dq-XdnM8s6R4> .
@prefix sub: <https://w3id.org/np/RAG_6ih5NZR4N34EHO0NFGoTRt7NQzNL6Dq-XdnM8s6R4/> .
@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.2412.18537> dct:title "Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AmarFramework>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Bm25>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CbrKbQa>, <https://neverblink.eu/ontologies/llm-kg/methods#ChatKbQa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DecAf>, <https://neverblink.eu/ontologies/llm-kg/methods#Elq>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgQa>, <https://neverblink.eu/ontologies/llm-kg/methods#Facc1>,
      <https://neverblink.eu/ontologies/llm-kg/methods#FcKbQa>, <https://neverblink.eu/ontologies/llm-kg/methods#FiDeLiS>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GRetriever>, <https://neverblink.eu/ontologies/llm-kg/methods#GmtKbQa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet>, <https://neverblink.eu/ontologies/llm-kg/methods#KdCoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KgT5>, <https://neverblink.eu/ontologies/llm-kg/methods#KvMem>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LowRankAdaptation>, <https://neverblink.eu/ontologies/llm-kg/methods#NsmH>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Pangu>, <https://neverblink.eu/ontologies/llm-kg/methods#ProgramTransfer>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PromptTuning>, <https://neverblink.eu/ontologies/llm-kg/methods#PullNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RnGKbQa>, <https://neverblink.eu/ontologies/llm-kg/methods#RoG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SimCse>, <https://neverblink.eu/ontologies/llm-kg/methods#SrNsm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e>, <https://neverblink.eu/ontologies/llm-kg/methods#StructGpt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Tiara>, <https://neverblink.eu/ontologies/llm-kg/methods#ToGR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet>, <https://neverblink.eu/ontologies/llm-kg/methods#UniKgQa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#UnifiedSkg>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#AmarFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "AMAR enhances LLMs' reasoning and factual output for KGQA by adaptively retrieving multi-aspect knowledge (entities, relations, subgraphs) from KGs, processing it through self-alignment and relevance gating modules, and converting it into prompt embeddings for the LLM during inference. This specifically aims to improve the LLM's ability to answer complex questions by providing accurate and filtered external knowledge at inference time, addressing hallucination and outdated knowledge issues.";
    rdfs:label "Adaptive Multi-Aspect Retrieval-augmented over KGs (AMAR) framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <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#CbrKbQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CBR-KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatKbQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatKBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DecAf> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DecAF" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Elq> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ELQ" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EmbedKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Facc1> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FACC1" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FcKbQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FC-KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FiDeLiS> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FiDeLiS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GRetriever> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "G-Retriever" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GmtKbQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GMT-KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraftNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KdCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KD-CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgT5> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGT5" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KvMem> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KV-Mem" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LowRankAdaptation> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Low-Rank Adaptation" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#NsmH> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NSM+h" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Pangu> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Pangu" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ProgramTransfer> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ProgramTransfer" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PromptTuning> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Prompt Tuning" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PullNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PullNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RnGKbQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RnG-KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RoG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SimCse> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SimCSE" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SrNsm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SrNsmE2e> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM+E2E" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#StructGpt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "StructGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Tiara> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TIARA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ToGR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG-R" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransferNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UniKgQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UniKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UnifiedSkg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UnifiedSKG" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.18537> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:10:38.202Z"^^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.2412.18537" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "YkRIXxtL0zRxXEYaDKS5n+NTCGQI20PZoDTmt61M5n1w/B09VbMc3QQt7ieLEMGuLgEZfvgzRQ/h314BcMOduR78/BqocTjPKDxf/JMa+HCkimGqCIBaiKIQceLIBoZR8RPLvtjU2tLhuXnpeW+4XTk1pj21FNHYBIgLgcc4H133cVpkhQhIaZQZMhNQoW24/zabxmiVcKb+ZJe4qd8+D6V2DqTrLFFT6MU2UJ79B35uxR2Nq5PfXwGDivkHgkbJ95qEGVexkkbLLZKXI4PhRw5OPlEpOV2UYyk9pQyV4jyk68AwsV844zjLflQp2bUlw6wcvyajvxV24FMNVvQ7NA==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}