Update README.md

README.md

@@ -77,7 +77,7 @@ model-index:
 # Mistral-SUPRA
 This model was initialized from the weights of the [Mistral-7B](https://huggingface.co/mistralai/Mistral-7B-v0.1) transformer model and up-trained into a linear RNN. 
 
-This is an accompanying model of our paper [Linearizing Large Language Models](), where we detail our process of converting a softmax transformer into a linear transformer, which at inference time can function as both a transformer and a recurrent model.
+This is an accompanying model of our paper [Linearizing Large Language Models](https://arxiv.org/abs/2405.06640), where we detail our process of converting a softmax transformer into a linear transformer, which at inference time can function as both a transformer and a recurrent model.
 Our linear attention code can be found at https://github.com/TRI-ML/linear_open_lm/ 
 
 We uptrain Mistral-7B on 100B tokens of RefinedWeb.
@@ -176,9 +176,8 @@ If you use this model, please cite our paper on Linearizing Large Language Model
 @article{Mercat2024Linearizing,
   title={Linearizing Large Language Models},
   author={Jean Mercat and Igor Vasiljevic and Sedrick Keh and Kushal Arora and Achal Dave and Adrien Gaidon and Thomas Kollar},
-  journal={ArXiv},
   year={2024},
-  volume={},
+  journal={arXiv preprint arXiv:2405.06640},
 }
 ```