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Update README.md

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@@ -20,4 +20,6 @@ xATGLU Layers are used in some places [Expanded Gating Ranges Improve Activation
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  | ![samples](./epoch_39.png) | ![samples](./epoch_159.png) |
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- | ![samples](./epoch_459.png) | ![samples](./epoch_799.png) |
 
 
 
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  | ![samples](./epoch_39.png) | ![samples](./epoch_159.png) |
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+ | ![samples](./epoch_459.png) | ![samples](./epoch_799.png) |
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+ ![stats](./stats.png)