V-FiLLM: Verified Financial LLM Reasoning Benchmark
V-FiLLM, a framework that generates financial reasoning benchmarks from executable computation trees grounded in real tables, yielding items whose answers are correct by construction is introduced, suggesting that targeted, low-cost adaptation is a promising direction for compositional reasoning in financial QA.