From General-Purpose Large Language Models to Domain-Specific Financial Models: A Structured Review and Comparative Case Analysis
The use of large language models (LLMs) in finance has expanded rapidly, yet general-purpose systems face recurring problems in high-risk and regulated applications: Unsupported factual generation, weak reasoning across text, tables, charts, and numerical data, and limited traceability of model-assisted decisions. This...