Can Large Language Models Execute Parent Orders?

arXiv:2607.28410 · cs.CE, cs.CL, q-fin.TR · Submitted 2026-07-30 · Read on arXiv

Zane Shen, Xinli Xu, Guangyi Zhang, Jialong Chen, Jinsong Zhou, Cong Chen, Guibao Shen, Dongyu Yan, Luozhou Wang, Zhen Yang

cs.CE, cs.CL, q-fin.TR

Submitted: 2026-07-30

Code: https://github.com/zaneopen/PACE

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Planner — 43× in this paper · explained in 3 episodes
• Robustness — 6× in this paper · explained in 6 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Core — 4× in this paper · explained in 2 episodes
• Reinforcement Learning — 4× in this paper · explained in 4 episodes
• Plan-Ahead Controlled Execution — 3× in this paper
• XGBoost — 3× in this paper · explained in 3 episodes
• Ablation Study — 2× in this paper · explained in 3 episodes
• Foundation Model — 2× in this paper · explained in 3 episodes
• Hierarchical Framework — 2× in this paper · explained in 2 episodes
• Language Models (LLMs) — 2× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 2× in this paper · explained in 9 episodes
• Multi-Agent System — 2× in this paper · explained in 7 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Foundation Models — 1× in this paper · explained in 8 episodes
• Hyperparameters — 1× in this paper · explained in 2 episodes
• Information Leakage — 1× in this paper · explained in 2 episodes
• Papers — 1× in this paper · explained in 3 episodes
• Policy distillation — 1× in this paper · explained in 2 episodes
• Q-learning — 1× in this paper · explained in 3 episodes

Sources

• QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining
• Interpreting Emergent Extreme Events in Multi-Agent Systems
• FactorMiner: A Self-Evolving Agent with Skills and Experience Memory for Financial Alpha Discovery
• BloombergGPT: A Large Language Model for Finance
• TradingAgents: Multi-Agents LLM Financial Trading Framework
• PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance
• DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
• FinGPT: Open-Source Financial Large Language Models

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