AStockArena: Beyond Returns, Can We Entrust Real Capital to the Decisions of Financial Agents?

Zeyu Liu, Sing Kwong Lai, Xuanzhi Feng +4

Large language models (LLMs) are increasingly used in dynamic financial trading, yet real-time trading benchmarks mainly evaluate agents by cumulative returns and risk-adjusted per…