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@@ -25,7 +25,7 @@ NGen 2 is an advanced Transformer model training pipeline that supports multiple
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  > **Note:** Although NGen 2 is designed to train a 1B-parameter model, its advanced architecture pushes its performance closer to that of much larger models. Try using NGen3 for performance.
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  ## Model Variants
 
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  > **Note:** Although NGen 2 is designed to train a 1B-parameter model, its advanced architecture pushes its performance closer to that of much larger models. Try using NGen3 for performance.
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+ # The NGen2 Series was only Produced till 170M and The other Variants were produced but were never made public
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  ## Model Variants