From Natural Language to Executable Option Strategies via Large Language Models

By Haochen Luo, Zhengzhao Lai, Junjie Xu, Yifan Li, Tang Pok Hin, Yuan Zhang, Chen Liu

Published 2026-03-17

Everscope rating

1288.3

Relevance to quantitative trading

9 / 10

Implementation complexity

7 / 10

Reproducibility

3 / 5

About this paper

Methodology: Option Query Language (OQL) Neuro-Symbolic Pipeline. Problem types: Natural Language Processing, Structured Prediction, Optimization, Risk Management, Semantic Parsing, Text-to-Query Generation, Strategy Search.

arXiv:2603.16434 · Paper rankings

Open the interactive Everscope explorer for full analysis, charts, and paper battles.