@prefix this: <https://w3id.org/np/RA5xZNRN9eOETERW6QuBzuAkMNlrBuRhI1wyp4WsEfeG0> .
@prefix sub: <https://w3id.org/np/RA5xZNRN9eOETERW6QuBzuAkMNlrBuRhI1wyp4WsEfeG0/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@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/> .

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    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2511.04072> a prov:Entity;
    dct:title "Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#PoK>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ALBERT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ARI>, <https://neverblink.eu/ontologies/llm-kg/methods#BERT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#BM25>, <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT>, <https://neverblink.eu/ontologies/llm-kg/methods#CronKGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#DistilBERT>, <https://neverblink.eu/ontologies/llm-kg/methods#EXAQT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#FAISS>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GPT4o>, <https://neverblink.eu/ontologies/llm-kg/methods#GRAFTNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GenTKGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#LGQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LLaMA27B>, <https://neverblink.eu/ontologies/llm-kg/methods#LoRA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#M3TQA>, <https://neverblink.eu/ontologies/llm-kg/methods#MultiQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#NaiveRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#PTuningV2>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PullNet>, <https://neverblink.eu/ontologies/llm-kg/methods#QLoRA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Qwen07B>, <https://neverblink.eu/ontologies/llm-kg/methods#Qwen4B>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RAGBaseline>, <https://neverblink.eu/ontologies/llm-kg/methods#RTQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ReActRAGAgent>, <https://neverblink.eu/ontologies/llm-kg/methods#SelfRefine>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SentenceBERT>, <https://neverblink.eu/ontologies/llm-kg/methods#TMA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TempAgent>, <https://neverblink.eu/ontologies/llm-kg/methods#TempoQR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TimeR4>, <https://neverblink.eu/ontologies/llm-kg/methods#TwiRGCN>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Uniqorn> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ALBERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ALBERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ARI> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ARI" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#BERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BERT" .
  
  <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#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CronKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CronKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#DistilBERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DistilBERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EXAQT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EXAQT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Embed-KGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FAISS> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "FAISS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GPT4o> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-4o" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GRAFTNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GRAFT-Net" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GenTKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GenTKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LLaMA27B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLaMA2-7B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LoRA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LoRA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#M3TQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "M3TQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MultiQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MultiQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#NaiveRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Naive RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PTuningV2> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "P-Tuning v2" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PoK> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "PoK is a unified framework designed for Temporal Knowledge Graph Question Answering (TKGQA). It synergizes LLMs by having them decompose complex temporal questions into structured sub-objectives (plan) and interact with a custom-built Temporal Knowledge Store (TKS) for fact retrieval and re-ranking. The LLM then uses this structured plan and retrieved temporal facts to conduct multi-hop reasoning and generate accurate answers, enhancing interpretability and factual consistency.";
    rdfs:label "Plan of Knowledge (PoK)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <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#QLoRA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "QLoRA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Qwen07B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Qwen-0.7B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Qwen4B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Qwen-4B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RAGBaseline> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RAG baseline" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RTQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RTQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReActRAGAgent> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReAct RAG Agent" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfRefine> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "self-refine" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SentenceBERT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Sentence-BERT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TMA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TMA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TempAgent> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TempAgent" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TempoQR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TempoQR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TimeR4> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TimeR 4" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TwiRGCN> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TwiRGCN" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Uniqorn> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Uniqorn" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.04072> .
}

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