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Ravikanth Reddy Malyala

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Conference Jul 2026

Metadata Matters: A Hybrid Retrieval Framework for Structured Financial Document Analysis

Large Language Models are deployed in financial applications such as research synthesis and risk analysis, yet their effectiveness is constrained by the limitations of conventional retrieval methods. Existing approaches rely primarily on semantic similarity or token-level matching, which fails in structured domains lik...

S. Jambula, Srihari Kumar Pendyala, Rajesh Kumar Butteddi et al. · 0 citations

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