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@@ -24,7 +24,7 @@ March 2023
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  We recommend using the code in the [mosaicml/examples/bert repo](https://github.com/mosaicml/examples/tree/main/examples/bert) for pretraining and finetuning this model.
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  ```python
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- from transformers import AutoModelforForMaskedLM
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  mlm = AutoModelForMaskedLM.from_pretrained('mosaicml/mosaic-bert-base', trust_remote_code=True)
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  ```
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  The tokenizer for this model is simply the Hugging Face `bert-base-uncased` tokenizer.
 
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  We recommend using the code in the [mosaicml/examples/bert repo](https://github.com/mosaicml/examples/tree/main/examples/bert) for pretraining and finetuning this model.
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  ```python
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+ from transformers import AutoModelForMaskedLM
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  mlm = AutoModelForMaskedLM.from_pretrained('mosaicml/mosaic-bert-base', trust_remote_code=True)
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  ```
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  The tokenizer for this model is simply the Hugging Face `bert-base-uncased` tokenizer.