Update README.md

README.md

@@ -65,7 +65,7 @@ We are continuously working on training and developing this model and improve it
 - for fun
 
 
-## Downstream Use [Optional]
+## Downstream Use
  
 - can be deployed with api
 - used to create webapp or app to show demo
@@ -196,6 +196,7 @@ print(f"Time taken for inference: {round(output_time, 2)} seconds")
 </details>
 
 
+
 # Training Details
 
 ## Training Data
@@ -315,13 +316,14 @@ Finetuned on Tiny-Llama 1.1B Chat model
 
 **BibTeX:**
 
+```
 @misc{BongLlama-1.1B-Chat-alpha-v0,
       url={[https://huggingface.co/lumatic-ai/BongLlama-1.1B-Chat-alpha-v0](https://huggingface.co/lumatic-ai/BongLlama-1.1B-Chat-alpha-v0)},
       title={BongLlama 1.1B Chat Aplha V0},
       author={LumaticAI, Rohan Shaw, Vivek Kushal, Jeet Ghosh},
       year={2024}, month={Jan}
 }
-
+```
 
 # Model Card Authors