. . . . "Parallel and Multi-Stage Knowledge Graph Retrieval for Behaviorally Aligned Financial Asset Recommendations" . . . . . . "FLARKO" . . . "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." . "Multi-stage RAG-FLARKO" . . . "Parallel RAG-FLARKO" . . . "2026-02-26T15:25:05.651Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2511.11583" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "FgYj2as2676a4M6x5ESGfvu9ranpeWyNU/cE2oVYvCoQRN2ex0JFf9SRjzDeLZx+99PgMFP7vgC845FtbbBxr3QLa5xHRCXUPC/wu8PnKnKKDAHO4VRAMH9AFHbp+Ann6p03KwzrKEoqtaj3MjBXetheLUu2iaP2QKefO+SQv+XnYd19uc46cvZdBNCfKfXtigjMQF1DPcDUe1S/D3+FE8wWmXWAepqV9MV0p6Z1df0UW9w5p9siiyksRe2TTFyrqHZS4GR5clgglRatCqjn+cSoziRjggJk6ZhiOJ/bLtD8LtRLLpkvYxWD00V6oeZEAMGs2vOhseWNNVpq+TConw==" . . .