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@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> .
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