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https://w3id.org/np/RAwTHp_yNRRMB9aQhP_dmxlpE4O0qy93ol2ef866bjWFc

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Content

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@prefix sub: <https://w3id.org/np/RAwTHp_yNRRMB9aQhP_dmxlpE4O0qy93ol2ef866bjWFc/> .
@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/> .

sub:Head {
  this: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

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> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Barcor> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BARCOR" .
  
  <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#Compass> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    <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)";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Dcrs> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "DCRS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Gpt2> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-2" .
  
  <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#Kbrd> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KBRD" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Kgsf> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGSF" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama3_1_8B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama3.1-8B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LlamaSummary> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Llama-Summary" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Mscrs> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MSCRS" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Pecrs> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PECRS" .
  
  <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>;
    rdfs:label "UniCRS" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2411.14459> .
}

sub:pubinfo {
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2411.14459" .
  
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