RESEARCH · GLOBAL
arXiv: Bridging language models and financial analysis—multimodal data integration
Survey and framework for deploying LLMs on heterogeneous financial data (text, tables, charts). Addresses integration gaps between traditional NLP and financial document analysis (earnings calls, MD&A, regulatory filings).
WHY IT MATTERS
Practical guide for BFSI deploying LLMs to equity research, credit analysis, compliance document review. Highlights data-type challenges (tables, visual) that standard LLMs struggle with; informs RFP criteria for financial AI vendors.
Source: arXiv · 2026-05-21