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README.md

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 # ESM-2 QLoRA
 
-These are the checkpoints for the first ever QLoRA for ESM-2! They haven't been checked for overfitting yet, so use with caution!
-You can load and use them similarly to the LoRA models. This is the smallest `esm2_t6_8M_UR50D` model, so the metrics aren't great. 
+These are the checkpoints for the first ever QLoRA for ESM-2! You can load and use them similarly to the LoRA models. 
+This is the smallest `esm2_t6_8M_UR50D` model, so the metrics aren't great. 
 Scaling to larger models for better metrics is in progress. These checkpoints were trained using 
 [the 600K dataset](https://huggingface.co/datasets/AmelieSchreiber/600K_data). To replicate the training of QLoRA for ESM-2 models, 
 you can use the `conda-environment.yml` file. However, for the next week or two (28/09/2023) you will need to uninstall transformers