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LLMs are then employed in multiple stages to rewrite these template-generated questions into more natural-sounding language and to verify their semantic equivalence, effectively leveraging LLMs to generate text (questions) that describe facts or queries over KGs. https://neverblink.eu/ontologies/llm-kg/methods#AutomaticTextToCypherTaskGenerationPipeline http://www.w3.org/2000/01/rdf-schema#label Automatic Text-to-Cypher Task Generation Pipeline https://neverblink.eu/ontologies/llm-kg/methods#AutomaticTextToCypherTaskGenerationPipeline https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexKHopNeighbourhood http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexKHopNeighbourhood http://www.w3.org/2000/01/rdf-schema#label LlamaIndex K-Hop Neighbourhood Retrieval https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexPropertyGraphIndex http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#LlamaIndexPropertyGraphIndex http://www.w3.org/2000/01/rdf-schema#label LlamaIndex Property Graph Index https://neverblink.eu/ontologies/llm-kg/methods#SExpressionIntermediateLogicalForm http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SExpressionIntermediateLogicalForm http://www.w3.org/2000/01/rdf-schema#label S-expression Intermediate Logical Form for Text-to-SPARQL https://neverblink.eu/ontologies/llm-kg/methods#SPINACH http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SPINACH http://www.w3.org/2000/01/rdf-schema#label SPINACH https://neverblink.eu/ontologies/llm-kg/methods#TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TextToCypherRetrievalOverPropertyGraphViewsOfRdfKGs http://www.w3.org/2000/01/rdf-schema#comment This method proposes a novel approach to enable Large Language Models (LLMs) to efficiently and accurately retrieve information from full-scale modern RDF knowledge graphs. 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