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README.md

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 Weights for the `softmax` model from the paper [2Mamba2Furious: Linear in Complexity, Competitive in Accuracy](https://huggingface.co/papers/2602.17363). 
-This model variant jsut uses plain ol softmax (FlashAttention), used for the NIAH experiment. It was trained for 400K steps with a batch size of 32.
+This model variant just uses plain ol softmax (FlashAttention), used for the NIAH experiment. It was trained for 400K steps with a batch size of 32.
 More details of the setup can be found in the Github repo.
 
 Instructions on how to use this model can be found in [https://github.com/gmongaras/2Mamba2Furious](https://github.com/gmongaras/2Mamba2Furious)