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@prefix dct: <http://purl.org/dc/terms/> .
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    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}
sub:assertion {
   <https://doi.org/10.48550/arXiv.2511.04072> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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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