Update README.md

README.md

@@ -7,6 +7,9 @@ tags: []
 
 This checkpoint is more heavily fine-tuned with the biological materials and spider silk data set than ```lamm-mit/Cephalo-Gemma-3-4b-it-04-15-2025```. 
 
+### Load model and do inference 
+
+
 ```python
 import torch
 from transformers import AutoProcessor, Gemma3ForConditionalGeneration
@@ -57,4 +60,19 @@ The image shows a spider's web, which is a structure of silk, in a red-lit, glas
 The spider's web is a natural and intricate design, and the cube is a man-made, 3D-printed structure. The image is a combination of the natural and the artificial, and the red lighting and the glass enclosure are used to show the web and the cube in a new and interesting way.
 
 The image is a reminder of the beauty and complexity of the natural world and the possibilities of the artificial world. The spider's web is a natural and intricate design, and the cube is a man-made, 3D-printed structure. The image is a combination of the natural and the artificial, and the red lighting and the glass enclosure are used to show the web and the cube in a new and interesting way.
-```
+```
+
+### Reference 
+
+```bibtex
+@article{Buehler_Cephalo_2024_journal,
+  title={Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design},
+  author={Markus J. Buehler},
+  journal={Advanced Functional Materials},
+  year={2024},
+  volume={34},
+  issue={49},
+  doi={2409531},
+  url={https://advanced.onlinelibrary.wiley.com/doi/full/10.1002/adfm.202409531}
+}
+```