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

By Taojie Zhu, Wentao Zhao, Rui Sun, Beidi Luan, Jiacheng Lu, Sinuo Wang, Jing Li, Daxin Jiang, Yonghong He, Zuo Bai

Published 2026-05-27

Everscope rating

1338.7

Relevance to quantitative trading

9 / 10

Implementation complexity

7 / 10

Reproducibility

5 / 5

About this paper

Methodology: KTD-FIN (Knowing-To-Doing Financial Benchmark). Problem types: Portfolio Optimization, Algorithmic Trading, Benchmarking and Evaluation, Factor Models, Risk Management, Natural Language Processing.

arXiv:2605.28359 · Paper rankings

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