GRPO for Financial Advice Generation: Outperforming Commercial LLMs under CATE Evaluation

Generating actionable financial advice from business records demands that models integrate numerical reasoning, domain knowledge, and sound judgment, while avoiding recommendations that could harm the business. Direct supervision is difficult: historical decisions are not necessarily optimal, and hi...