Updated README and figure

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@@ -17,6 +17,7 @@ This innovation leads to a significant improvement in performance, making FlowSt
 - Optimized hyperparameters
 - Larger MLP layer
 - Total number of parameters: 18.5M
 **Important**: To use FlowState-r1.1 include the `revision=r1.1` argument when loading the model, as demonstrated in the `Recommended Use` section.
 If no `revision` argument is provided, the version 1.0 is used.
 ## Key Features

 - Optimized hyperparameters
 - Larger MLP layer
 - Total number of parameters: 18.5M
 **Important**: To use FlowState-r1.1 include the `revision=r1.1` argument when loading the model, as demonstrated in the `Recommended Use` section.
 If no `revision` argument is provided, the version 1.0 is used.
 ## Key Features

figs/flowstate_performance.png CHANGED Viewed