LiveOption: Evaluating LLM Agents in Structured Option Trading with Nonlinear Payoffs.

arXiv:2609.33470v2 Announce Type: replace Abstract: 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 directional prediction, overlo