https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0/Head https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0/assertion https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0/provenance https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0/pubinfo https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0/assertion https://doi.org/10.48550/arXiv.2511.11583 http://purl.org/dc/terms/title Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations https://doi.org/10.48550/arXiv.2511.11583 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#RAGFLARKOMultiStagePipeline https://doi.org/10.48550/arXiv.2511.11583 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#FLARKO https://doi.org/10.48550/arXiv.2511.11583 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#RAGFLARKOParallelVariant https://doi.org/10.48550/arXiv.2511.11583 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.w3.org/ns/prov#Entity https://neverblink.eu/ontologies/llm-kg/methods#FLARKO http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#FLARKO http://www.w3.org/2000/01/rdf-schema#label FLARKO https://neverblink.eu/ontologies/llm-kg/methods#RAGFLARKOMultiStagePipeline http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#RAGFLARKOMultiStagePipeline http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#RAGFLARKOMultiStagePipeline http://www.w3.org/2000/01/rdf-schema#comment This method proposes a multi-stage Retrieval-Augmented Generation (RAG) pipeline to enhance the performance of LLMs in financial asset recommendations. 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