Update README.md

README.md

@@ -15,8 +15,8 @@ Fibro v0.1.0 Llama 3 8B Model with 131k token context window
 Model Description
 -----------------
 
-The Fibro Llama 3 8B model is language model optimized for financial applications. This model aims to enhance financial analysis, automate data extraction, and improve financial literacy across various user expertise levels. It utilizes a massive 131k token context window. 
-This is just a sneak peek into what's coming, and future releases will be done periodically consistently improving it's performance.
+The Fibro Llama 3 8B model is a language model optimized for financial applications. This model aims to enhance financial analysis, automate data extraction, and improve financial literacy across various user expertise levels. It utilizes a massive 131k token context window. 
+This is just a sneak peek into what's coming, and future releases will be done periodically, consistently improving its performance.
 
 ![FinBro](https://huggingface.co/taddeusb90/finbro-v0.1.0-llama-3-8B-instruct-131k/resolve/main/437210082_369067905507560_2052449041654631065_n.png)
 
@@ -30,10 +30,10 @@ The model is still training, I will be sharing new incremental releases while it
 What's Next?
 -----------
 
-*   **Extended Capability:** Continue training on the 8B model as it hasn't converged yet as I only scratched the surface here and transitioning to scale up with a 70B model for deeper insights and broader financial applications.
+*   **Extended Capability:** Continue training on the 8B model as it hasn't converged yet I only scratched the surface here and transitioning to scale up with a 70B model for deeper insights and broader financial applications.
 *   **Dataset Expansion:** Continuous enhancement by integrating more diverse and comprehensive real and synthetic financial data.
 *   **Advanced Financial Analysis:** Future versions will support complex financial decision-making processes by interpreting and analyzing financial data within agentive workflows.
-*   **Incremental Improvements:** Regular updates are made to increase the model's efficiency and accuracy and extend it's capabilities in financial tasks.
+*   **Incremental Improvements:** Regular updates are made to increase the model's efficiency and accuracy and extend its capabilities in financial tasks.
 
 Model Applications
 ------------------
@@ -103,11 +103,12 @@ If you use this model in your research, please cite it as follows:
 
 ```bibtex
 @misc{
-    finbro_v0.1.0-llama-3-8B-1m-POSE,   
-    author = {Taddeus Buica},   title = {Fibro Llama 3 8B Model for Financial Analysis},   
+    finbro_v0.1.0-llama-3-8B-131k,   
+    author = {Taddeus Buica},
+    title = {Fibro Llama 3 8B Model for Financial Analysis},   
     year = {2024},   
     journal = {Hugging Face repository},
-    howpublished = {\url{https://huggingface.co/taddeusb90/finbro-v0.1.0-llama-3-8B-instruct-1m-POSE}} 
+    howpublished = {\url{https://huggingface.co/taddeusb90/finbro-v0.1.0-llama-3-8B-instruct-131k}} 
 }
 ```