Finding 7534Emerging EvidenceValidation V0
Despite excelling at financial Q&A, most LLMs fail to beat a simple buy-and-hold strategy in real trading scenarios; only models like Kimi-K2 and Qwen3-235B-Ins show notable returns and improved risk management.
86%Confidence
1Evidence objects
v1Version
DraftStatus
Evidence trail
Supporting86% linkage confidence
Despite excelling at financial Q&A, most LLMs fail to beat a simple buy-and-hold strategy in real trading scenarios; only models like Kimi-K2 and Qwen3-235B-Ins show notable returns and improved risk management.
key_findings bullet 2 · key_findings
Inspect source: StockBench: Can LLM Agents Trade Stocks Profitably In Real-world Markets? →This Finding was extracted from the configured corpus. It is versioned, traceable, and may evolve through editorial review or new corpus evidence.