FinRiskAtlas: Decision-Aligned Evaluation of Large Language Models for Financial Risk Review
FinRiskAtlas is introduced, a Chinese-language benchmark that evaluates financial LLMs along two complementary dimensions: operation execution under fixed evidence states and evidence-state control under evolving review conditions, and shows that broad financial capability scores do not fully capture where models are reliable in professional workflows.