@prefix this: <https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ> .
@prefix sub: <https://w3id.org/np/RAanBfFwSyU20ERaI-2SYw16_b36AFmzk9GQUae0_OCkQ/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2502.16171> a prov:Entity;
    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> .
  
  <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> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    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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