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sub:assertion {
   <https://doi.org/10.48550/arXiv.2601.19225> 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> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#DirectPreferenceOptimization> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Direct Preference Optimization" .
  <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#GNN-RAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GNN-RAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GraftNet" .
  <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#RPO-RAG> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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" ;
    <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#SR+NSM> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SR+NSM" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SR> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SimPO> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SimPO" .
  <https://neverblink.eu/ontologies/llm-kg/methods#SubgraphRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SubgraphRAG" .
  <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" .
}
sub:provenance {
   sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2601.19225> .
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