Nanopublications

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@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/> .

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sub:assertion {
  <https://doi.org/10.48550/arXiv.2409.14556> dct:title "RACOON: An LLM-based Framework for Retrieval-Augmented Column Type Annotation with a Knowledge Graph" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Racoon> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ReFined> , <https://neverblink.eu/ontologies/llm-kg/methods#VanillaLlmInference> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#Racoon> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "RACOON is a framework that uses a Knowledge Graph to augment the context provided to an LLM during the inference stage for Column Type Annotation. It retrieves, processes, and serializes KG knowledge into natural language to form an LLM-augmented prompt, thereby improving the LLM's performance without retraining." ;
    rdfs:label "RACOON" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#ReFined> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ReFinED" .
  <https://neverblink.eu/ontologies/llm-kg/methods#VanillaLlmInference> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Vanilla LLM Inference" .
}

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