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sub:assertion {
   <https://doi.org/10.48550/arXiv.2504.03137> dct:title "LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#lightprof> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#agentBench> , <https://neverblink.eu/ontologies/llm-kg/methods#embedKgqa> , <https://neverblink.eu/ontologies/llm-kg/methods#graftNet> , <https://neverblink.eu/ontologies/llm-kg/methods#kgt5> , <https://neverblink.eu/ontologies/llm-kg/methods#knowledgeNavigator> , <https://neverblink.eu/ontologies/llm-kg/methods#kvmem> , <https://neverblink.eu/ontologies/llm-kg/methods#nsm> , <https://neverblink.eu/ontologies/llm-kg/methods#pullNet> , <https://neverblink.eu/ontologies/llm-kg/methods#structGpt> , <https://neverblink.eu/ontologies/llm-kg/methods#tog> , <https://neverblink.eu/ontologies/llm-kg/methods#transferNet> , <https://neverblink.eu/ontologies/llm-kg/methods#uniKgqa> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#agentBench> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AgentBench" .
  <https://neverblink.eu/ontologies/llm-kg/methods#embedKgqa> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "EmbedKGQA" .
  <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#kgt5> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KGT5" .
  <https://neverblink.eu/ontologies/llm-kg/methods#knowledgeNavigator> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KnowledgeNavigator" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kvmem> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KV-Mem" .
  <https://neverblink.eu/ontologies/llm-kg/methods#lightprof> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "LightPROF is a Retrieve-Embed-Reason framework that uses a Knowledge Adapter to encode both textual and structural information from Knowledge Graphs into LLM-friendly soft prompts. These prompts are injected during the LLM's inference stage to enhance its reasoning capabilities on KGQA tasks, particularly for small-scale LLMs, without retraining the LLM itself. This approach directly improves LLM performance during inference through KG integration." ;
    rdfs:label "LightPROF" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <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#pullNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PullNet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#structGpt> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "StructGPT" .
  <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#transferNet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransferNet" .
  <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.2504.03137> .
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