Update README.md

README.md

@@ -10,7 +10,7 @@ tags:
 
 ## Model Details
 
-We have developed and released the family [Jan-Llama3](https://huggingface.co/collections/jan-hq/jan-llama3-668e4dad446c8736208dca4f). This family is natively understanding audio and text input.
+We have developed and released the family [llama3-s](https://huggingface.co/collections/homebrew-research/llama3-s-669df2139f0576abc6eb7405). This family is natively understanding audio and text input.
 
 We continue to expand [Meta-Llama-3-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct) with sound understanding capabilities by leveraging 700M tokens [Instruction Speech v1](https://huggingface.co/datasets/jan-hq/instruction-speech-v1) dataset.
 
@@ -28,7 +28,7 @@ We continue to expand [Meta-Llama-3-8B-Instruct](https://huggingface.co/meta-lla
 
 **Intended Use Cases** This family is primarily intended for research applications. This version aims to further improve the LLM on sound understanding capabilities.
 
-**Out-of-scope** The use of Jan-Llama3s in any manner that violates applicable laws or regulations is strictly prohibited.
+**Out-of-scope** The use of llama3-s in any manner that violates applicable laws or regulations is strictly prohibited.
 
 ## How to Get Started with the Model
 
@@ -115,6 +115,7 @@ print(generated_text)
 ```
 
 ## Training process
+
 **Training Metrics Image**: Below is a snapshot of the training loss curve visualized.
 
 ![train_loss_curve/png](https://cdn-uploads.huggingface.co/production/uploads/65713d70f56f9538679e5a56/9bv-kpnqrTxaBhiYrVHN7.png)
@@ -244,12 +245,12 @@ Despite being undertrained, the model demonstrates an emerging grasp of sound-te
 **BibTeX:**
 
 ```
-@article{Llama-3-Sound: Sound Instruction LLM 2024,
-  title={Llama-3-Sound},
+@article{llama3-s: Sound Instruction Language Model 2024,
+  title={llama3-s},
   author={Homebrew Research},
   year=2024,
   month=July},
-  url={https://huggingface.co/jan-hq/Jan-Llama3-0708}
+  url={https://huggingface.co/homebrew-research/llama3-s-0708}
 ```
 
 ## Acknowledgement