@prefix this: <https://w3id.org/np/RAwTHp_yNRRMB9aQhP_dmxlpE4O0qy93ol2ef866bjWFc> .
@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: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}
sub:assertion {
   <https://doi.org/10.48550/arXiv.2411.14459> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/icedpanda/COMPASS-official"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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 {
   this: dct:created "2026-02-26T16:18:31.498Z"^^xsd:dateTime ;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent> ;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2411.14459" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
    npx:hasSignature "QCmNHdEMIMEHQsUboD70myI8FD6MbP/UdxONTHdwd0FCZKHURvLmlskaQ+bLo8URx1kf7cIqYGYGAIpwp+9x9GYXMx9LLfMvYaWpYw288IEcmMhLVEf8CBeG1qS8Aeaj67GEG6i5onGgDHwOKCpMTaLKvL4kDRQAGixAzJz+Bh5MprHAqyes5/93HlXXTJRG+4tdTzKvzARC2wuypQ8gqcGQM4nVydL6hBsSVLfpUh6gAMkdQd0xinfyE+X5V77WIf6RKZAMvYGxmZxEvZR3XmdbzTxXRd6A01xKUe9cfFXxHOx0CmMXPYot9uuoYCWdTBUH8lvo1pj6qpvGlDxsUg==" ;
    npx:hasSignatureTarget this: ;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}