Beidi Luan

Stepfun

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Eval Frameworks & Benchmarks (1)Tool Use & Agents (1)

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Taojie Zhu (1)Wentao Zhao (1)Rui Sun (1)Jiacheng Lu (1)

Papers (1)

May 27, 2026

Tsinghua AI4d ago·also Adelaide University, SJTU, Stepfun

From Knowing to Doing: A Memory-Controlled Benchmark for LLM Trading Agents on Stock Markets

LLM trading agents might seem profitable, but a new benchmark reveals their returns are mostly just riding market trends, not actual stock-picking skill.

Taojie Zhu, Wentao Zhao, Rui Sun +6

Eval Frameworks & Benchmarks Tool Use & Agents

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Beidi Luan

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)