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sub:assertion {
  <https://doi.org/10.48550/arXiv.2411.14459> a prov:Entity;
    dct:title "Reasoning over User Preferences: Knowledge Graph-Augmented LLMs for Explainable Conversational Recommendations";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Compass>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Barcor>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Bert>, <https://neverblink.eu/ontologies/llm-kg/methods#Dcrs>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Gpt2>, <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4o>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Kbrd>, <https://neverblink.eu/ontologies/llm-kg/methods#Kgsf>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Llama3_1_8B>, <https://neverblink.eu/ontologies/llm-kg/methods#LlamaSummary>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Mscrs>, <https://neverblink.eu/ontologies/llm-kg/methods#Pecrs>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Redial>, <https://neverblink.eu/ontologies/llm-kg/methods#Unicrs> .
  
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    <http://purl.org/spar/fabio/hasURL> "https://github.com/icedpanda/COMPASS-official"^^xsd:anyURI;
    rdfs:comment "COMPASS is a novel plug-and-play framework that synergizes LLMs and KGs for explainable conversational recommendations. It employs a two-stage training (graph entity captioning pre-training and knowledge-aware instruction fine-tuning) to bridge the modality gap and enable the LLM to conduct cross-modal reasoning over dialogue histories and KG-augmented contexts to generate interpretable user preference summaries.";
    rdfs:label "COMPASS (Compact Preference Analyzer and Summarization System)";
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  <https://neverblink.eu/ontologies/llm-kg/methods#Redial> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReDial" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Unicrs> a <http://purl.org/spar/fabio/Workflow>;
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}

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