@prefix this: <https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ> .
@prefix sub: <https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/> .
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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.2502.16171> dct:title "EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#eperm> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#bamnet> , <https://neverblink.eu/ontologies/llm-kg/methods#beamQa> , <https://neverblink.eu/ontologies/llm-kg/methods#chatGptCot> , <https://neverblink.eu/ontologies/llm-kg/methods#embedKgqa> , <https://neverblink.eu/ontologies/llm-kg/methods#eprNsm> , <https://neverblink.eu/ontologies/llm-kg/methods#graftNet> , <https://neverblink.eu/ontologies/llm-kg/methods#grailQaRanking> , <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#llama2Chat7B> , <https://neverblink.eu/ontologies/llm-kg/methods#nsm> , <https://neverblink.eu/ontologies/llm-kg/methods#pullNet> , <https://neverblink.eu/ontologies/llm-kg/methods#rog> , <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#toGchatGpt> , <https://neverblink.eu/ontologies/llm-kg/methods#transferNet> , <https://neverblink.eu/ontologies/llm-kg/methods#uniKgqa> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#bamnet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BAMnet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#beamQa> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BeamQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#chatGptCot> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ChatGPT+CoT" .
  <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#eperm> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "EPERM is a three-stage framework that reformulates KGQA as a probabilistic graphical model for enhanced reasoning. It uses fine-tuned LLMs as agents to interact with KGs in stages: subgraph retrieval, evidence path finding (generating and scoring weighted plans/paths), and final answer prediction. This unified approach combines LLM capabilities with KG structural information for faithful reasoning, representing a synergized model for effective reasoning." ;
    rdfs:label "Evidence Path Enhanced Reasoning Model (EPERM)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#eprNsm> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "EPR+NSM" .
  <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#grailQaRanking> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GrailQA Ranking" .
  <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#llama2Chat7B> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LLaMA2-Chat-7B" .
  <https://neverblink.eu/ontologies/llm-kg/methods#nsm> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "NSM" .
  <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#rog> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <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#toGchatGpt> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG+ChatGPT" .
  <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" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2502.16171> .
}
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