This repository contains the
CodePlot-CoT model, a core component of the paper
CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images.
CodePlot-CoT is an innovative code-driven Chain-of-Thought (CoT) paradigm designed to enable Vision Language Models (VLMs) to "think with images" when solving mathematical problems. Instead of generating pixel-based images directly, the model outputs executable plotting code to represent its "visual thoughts". This code is then executed to render a precise figure, which is reinput to the model as a visual input for subsequent reasoning steps.
For more details, please refer to the
project homepage and the
GitHub repository.
1@article{duan2025codeplot,
2 title={CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images},
3 author={Duan, Chengqi and Sun, Kaiyue and Fang, Rongyao and Zhang, Manyuan and Feng, Yan and Luo, Ying and Liu, Yufang and Wang, Ke and Pei, Peng and Cai, Xunliang and others},
4 journal={arXiv preprint arXiv:2510.11718},
5 year={2025}
6}