New Benchmark AStockArena Tests Whether LLM Trading Agents Can Handle Real Capital

Researchers introduced AStockArena, a real-time financial trading benchmark arguing that cumulative returns alone are insufficient for evaluating LLM-based trading agents before entrusting them with real capital.

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2026-11-03 05:00 · arXiv cs.CL
AStockArena: Beyond Returns, Can We Entrust Real Capital to the Decisions of Financial Agents?

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