Tag
Proposes a two-phase non-parametric retrieval workflow for corporate credit underwriting that separates high-recall retrieval from utility ranking, using on-premise open-source models for compliance. The system addresses the similarity-utility gap in standard RAG pipelines for financial document analysis.