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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#> .
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sub:Head {
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sub:assertion {
   <https://doi.org/10.48550/arXiv.2410.23875> dct:title "Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraphPoG> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPromptingCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#DeCAF> , <https://neverblink.eu/ontologies/llm-kg/methods#FCKBQA> , <https://neverblink.eu/ontologies/llm-kg/methods#FlexKBQA> , <https://neverblink.eu/ontologies/llm-kg/methods#GAIN> , <https://neverblink.eu/ontologies/llm-kg/methods#InteractiveKBQA> , <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER> , <https://neverblink.eu/ontologies/llm-kg/methods#KDCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#Pangu> , <https://neverblink.eu/ontologies/llm-kg/methods#REKBQA> , <https://neverblink.eu/ontologies/llm-kg/methods#RnGKBQA> , <https://neverblink.eu/ontologies/llm-kg/methods#RoG> , <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistencySC> , <https://neverblink.eu/ontologies/llm-kg/methods#StandardPromptingIOprompt> , <https://neverblink.eu/ontologies/llm-kg/methods#StructGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#TIARA> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> , <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPromptingCoT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Chain-of-Thought prompting (CoT)" .
  <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#FCKBQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "FC-KBQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#FlexKBQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "FlexKBQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GAIN> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GAIN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#InteractiveKBQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Interactive KBQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KBBINDER> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KB-BINDER" .
  <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#Pangu> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Pangu" .
  <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraphPoG> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/liyichen-cly/PoG"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "PoG proposes a novel self-correcting adaptive planning paradigm for KG-augmented LLMs, specifically for Knowledge Graph Question Answering (KGQA). It leverages LLMs as agents to adaptively explore, remember, and reflect on reasoning paths in KGs to answer complex questions, addressing issues like fixed exploration breadth and erroneous paths encountered in existing KG-augmented LLM methods. The method enhances the LLM's ability to effectively perform KGQA tasks." ;
    rdfs:label "Plan-on-Graph (PoG)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#REKBQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RE-KBQA" .
  <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#SelfConsistencySC> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Self-Consistency (SC)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#StandardPromptingIOprompt> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Standard prompting (IO prompt)" .
  <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#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "UniKGQA" .
}
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    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2410.23875> .
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