Update README.md

README.md

@@ -65,15 +65,14 @@ Starting with `transformers` version >= 4.45.0, you can run **conversational inf
 
 To use LISAT-7B with transformers, make sure to update your transformers installation to the latest version using:
 
-```bash
-pip install --upgrade transformers
+`pip install --upgrade transformers`
 
 Once your installation is updated, you can use LISAT-7B for inference as follows:
 
 
 This will render as a properly formatted Python code snippet in Markdown. When you view it in a Markdown-rendering environment, it will look like this:
 
-```python
+`
 from transformers import AutoModelForImageSegmentation, AutoTokenizer
 
 # Load model and tokenizer
@@ -85,7 +84,7 @@ input_image = "path/to/your/image.png"  # Replace with your input image
 inputs = tokenizer(input_image, return_tensors="pt")
 
 # Generate segmentation or other tasks
-outputs = model.generate(**inputs)
+outputs = model.generate(**inputs)`
 
 
 ## Intended Use
@@ -150,14 +149,14 @@ If you use LISAt in your research or applications, please cite our paper:
 
 If you use LISAt in your research or applications, please cite our paper:
 
-```bibtex
+`bibtex
 @article{TBD,
   title={LISAt: Language-Instructed Segmentation Assistant for Satellite Imagery},
   author={Quenum, Jerome and Hsieh, Wen-Han and Wu, Tsung-Han and Gupta, Ritwik and Darrell, Trevor and Chan, David M},
   journal={TBD},
   year={2025},
   url={TBD}
-}
+}`