Update README.md

README.md

@@ -10,7 +10,7 @@ MaterialsAnalyst-AI-7B transforms raw materials data into actionable insights. T
 - **Property Correlation**: Identifies relationships between material properties and their implications  
 - **Application Prediction**: Suggests practical applications based on material characteristics
 
-## See It In Action:
+# See It In Action:
 
 Input Example:
 
@@ -122,17 +122,6 @@ python Inference_llama.cpp.py
   - **Training_Logs.txt** - Complete terminal logs from the training process
   - **Training_Documentation.txt** - Complete terminal logs from the training process
 
-## Citation
 
-If you use MaterialsAnalyst-AI-7B in your research, please cite:
-
-```bibtex
-@software{materialsanalyst_ai_7b,
-  title={MaterialsAnalyst-AI-7B: Specialized AI for Materials Analysis},
-  author={Raymond Lee and Oregon State University Materials Modeling and Development Group},
-  year={2025},
-  license={Apache-2.0}
-}
-```
 
 **Developed by**: Raymond Lee with collaboration with Oregon State University Materials Modeling and Development Group