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@prefix dct: <http://purl.org/dc/terms/> .
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@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/> .

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sub:assertion {
  <https://doi.org/10.48550/arXiv.2405.13873> dct:title "FiDeLiS: Faithful Reasoning in Large Language Models for Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#deductiveVerificationBeamSearch>,
      <https://neverblink.eu/ontologies/llm-kg/methods#fideliS>, <https://neverblink.eu/ontologies/llm-kg/methods#pathRAG>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#decaf>,
      <https://neverblink.eu/ontologies/llm-kg/methods#gcr>, <https://neverblink.eu/ontologies/llm-kg/methods#kaping>,
      <https://neverblink.eu/ontologies/llm-kg/methods#kdCoT>, <https://neverblink.eu/ontologies/llm-kg/methods#nsm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#rog>, <https://neverblink.eu/ontologies/llm-kg/methods#tog>,
      <https://neverblink.eu/ontologies/llm-kg/methods#vanillaRetriever>;
    a prov:Entity .
  
  <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#deductiveVerificationBeamSearch>
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "Deductive-Verification Beam Search (DVBS) is a core component of FiDeLiS that constructs and validates reasoning paths step-by-step. It uses LLM-generated planning to guide the beam search and employs an LLM-based deductive verification mechanism (local and global checks) to ensure logical consistency and factual correctness, enabling synergized reasoning with LLMs and KGs.";
    rdfs:label "Deductive-Verification Beam Search";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#fideliS> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/Y-Sui/FiDeLiS"^^xsd:anyURI;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "FiDeLiS is a unified, training-free framework designed to improve the factual accuracy and reasoning efficiency of LLM responses in KGQA. It grounds LLM answers in verifiable reasoning steps from KGs by integrating the Path-RAG and Deductive-Verification Beam Search modules, representing a synergized approach to reasoning with both LLMs and KGs.";
    rdfs:label "FiDeLiS";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#gcr> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GCR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#kaping> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KAPING" .
  
  <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#nsm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NSM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#pathRAG> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "Path-RAG is a retrieval-augmented generation module within the FiDeLiS framework that pre-selects a smaller candidate set of entities and relations from the KG for each beam search step. It combines LLM-generated keywords, semantic similarity, and KG structural connectivity to efficiently narrow the search space and support the overall synergized reasoning process.";
    rdfs:label "Path-RAG";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <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#tog> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ToG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#vanillaRetriever> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Vanilla Retriever" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2405.13873> .
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