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sub:assertion {
  <https://doi.org/10.48550/arXiv.2601.19225> a prov:Entity;
    dct:title "RPO-RAG: Aligning Small LLMs with Relation-aware Preference Optimization for Knowledge Graph Question Answering";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#RPO-RAG>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#DirectPreferenceOptimization>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GCR>, <https://neverblink.eu/ontologies/llm-kg/methods#GNN-RAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet>, <https://neverblink.eu/ontologies/llm-kg/methods#NSM>,
      <https://neverblink.eu/ontologies/llm-kg/methods#RoG>, <https://neverblink.eu/ontologies/llm-kg/methods#SR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SR+NSM>, <https://neverblink.eu/ontologies/llm-kg/methods#SimPO>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#ToG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> .
  
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    rdfs:label "GCR" .
  
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    rdfs:label "GNN-RAG" .
  
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  <https://neverblink.eu/ontologies/llm-kg/methods#RPO-RAG> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "RPO-RAG is a KG-based RAG framework designed for small LLMs to improve their performance on Knowledge Graph Question Answering. It introduces a query-path semantic sampling strategy, relation-aware preference optimization at the relation level, and an answer-centered prompt design. These components collectively enable a synergistic reasoning approach where the LLM's reasoning process is deeply aligned with the structured knowledge and relational logic of the KG.";
    rdfs:label "RPO-RAG";
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    rdfs:label "RoG" .
  
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    rdfs:label "SR+NSM" .
  
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  <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SubgraphRAG" .
  
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  <https://neverblink.eu/ontologies/llm-kg/methods#UniKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UniKGQA" .
}

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