2025
FinGEAR: Financial Mapping-Guided Enhanced Answer Retrieval
EMNLP 2025
Financial disclosures such as 10-K filings pose challenging retrieval problems because of their length, regulatory section hierarchy, and domain-specific language, which standard retrieval-augmented generation (RAG) models underuse. We present Financial Mapping-Guided Enhanced Answer Retrieval, a re