Update README.md

README.md

@@ -21,47 +21,7 @@ The model is built upon the Qwen2.5-VL architecture and is compatible with the `
   <img src="https://github.com/HKU-MMLab/Math-VR-CodePlot-CoT/raw/main/figures/teaser.png" width="100%"/>
 </div>
 
-## Sample Usage
-
-### Installation
-To get started with CodePlot-CoT, clone the repository and install the required packages:
-
-```bash
-conda create -n codeplot python==3.10
-conda activate codeplot
-git clone [email protected]:HKU-MMLab/Math-VR-CodePlot-CoT.git
-cd CodePlot-CoT
-pip install -r requirements.txt
-pip install flash_attn==2.7.4.post1
-```
-
-For benchmark evaluation only (additional dependencies):
-```bash
-pip install openai==4.1.1
-pip install datasets==2.0.0
-```
-
-### Model Weights
-Ensure your directory structure for the models looks like this:
-```
-CodePlot-CoT
-├── ckpts
-│   ├── CodePlot-CoT 
-│   ├── MatPlotCode 
-├── ...
-```
-
-### Inference
-You can perform inference using the provided scripts:
-
-```python
-# Convert image to python code with MatPlotCode
-python image_to_code.py
-# Solve math problems with CodePlot-CoT
-python math_infer.py
-```
-
-For more details on evaluation and benchmarks, please refer to the [project homepage](https://math-vr.github.io) and the [GitHub repository](https://github.com/HKU-MMLab/Math-VR-CodePlot-CoT).
+For more details, please refer to the [project homepage](https://math-vr.github.io) and the [GitHub repository](https://github.com/HKU-MMLab/Math-VR-CodePlot-CoT).
 
 ## Citation
 If you find this work helpful, please consider citing our paper: