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README.md

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 # Mistral-SUPRA
-This model was initialized from the weights of the [Mistral-7B](https://huggingface.co/mistralai/Mistral-7B-v0.1) transformer model and uprained to become a linear RNN. 
+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.
 Our linear attention code can be found at https://github.com/TRI-ML/linear_open_lm/