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@@ -41,6 +41,9 @@ can be [found here](https://huggingface.co/AmelieSchreiber/esm2_t6_8m_qlora_bind
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  ## Testing for Overfitting
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  ### Epoch 1:
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  ```python
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  Train metrics:
 
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  ## Testing for Overfitting
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+ Notably, it appears adding in the adapters for the additional weight matrices serves as a more robust regularization technique, and
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+ that these models appear to generalize better.
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+
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  ### Epoch 1:
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  ```python
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  Train metrics: