Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RATuvkjYGykb95Qt5lKs-4f1qt4oNQDzEE2hqMiyyxOy0/assertion>. }
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- arXiv.2511.11583 type Entity assertion.
- FLARKO type Workflow assertion.
- RAGFLARKOMultiStagePipeline type Workflow assertion.
- RAGFLARKOParallelVariant type Workflow assertion.
- FLARKO label "FLARKO" assertion.
- RAGFLARKOMultiStagePipeline label "Multi-stage RAG-FLARKO" assertion.
- RAGFLARKOParallelVariant label "Parallel RAG-FLARKO" assertion.
- RAGFLARKOMultiStagePipeline comment "This method proposes a multi-stage Retrieval-Augmented Generation (RAG) pipeline to enhance the performance of LLMs in financial asset recommendations. It uses LLMs to select relevant entities and construct compact subgraphs from a Personal Knowledge Graph (PKG) and a Market Knowledge Graph (MKG) in a chained, sequential manner. The curated KG context is then fed to a financial LLM (FLARKO) during inference to improve recommendation quality, reduce hallucinations, and optimize context window usage." assertion.
- arXiv.2511.11583 describes RAGFLARKOMultiStagePipeline assertion.
- arXiv.2511.11583 discusses FLARKO assertion.
- arXiv.2511.11583 discusses RAGFLARKOParallelVariant assertion.
- RAGFLARKOMultiStagePipeline subject KGEnhancedLLMInference assertion.
- arXiv.2511.11583 title "Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations" assertion.
- RAGFLARKOMultiStagePipeline hasTopCategory KGEnhancedLLM assertion.