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cs.AI2026
LiveOption: Evaluating LLM Agents in Structured Option Trading with Nonlinear Payoffs
Haochen Luo, Yifan Li, Binh Minh An +4
Large language models (LLMs) and multi-agent systems (MAS) have shown promise in financial decision-making, yet existing evaluations focus on equity trading and primarily assess di…
cs.AI2026
From Natural Language to Executable Option Strategies via Large Language Models
Haochen Luo, Zhengzhao Lai, Junjie Xu +4
Large Language Models (LLMs) excel at general code generation, yet translating natural-language trading intents into correct option strategies remains challenging. Real-world optio…