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  - bert
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  ---
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- > Update 2023-5-23: This model is `BEREL` version 1.0. We are now happy to provide a much improved `BEREL_2.0`.
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  # Introducing BEREL: BERT Embeddings for Rabbinic-Encoded Language
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  # for evaluation, disable dropout
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  model.eval()
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  ```
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- > NOTE: This code will **not** work and provide bad results if you use `BertTokenizer`. Please use `AutoTokenizer` or `BertTokenizerFast`.
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- 2. Demo site:
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- You can experiment with the model in a GUI interface here: https://dicta-bert-demo.netlify.app/?genre=rabbinic
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- - The main part of the GUI consists of word buttons visualizing the tokenization of the sentences. Clicking on a button masks it, and then three BEREL word predictions are shown. Clicking on that bubble expands it to 10 predictions; alternatively, ctrl-clicking on that initial bubble expands to 30 predictions.
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- - Ctrl-clicking adjacent word buttons combines them into a single token for the mask.
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- - The edit box on top contains the input sentence; this can be modified at will, and the word-buttons will adjust as relevant.
 
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+ > Update 2025-5-12: This model is `BEREL` version 1.0. We are now happy to provide a much improved [BEREL_3.0](https://huggingface.co/dicta-il/BEREL_3.0).
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  # Introducing BEREL: BERT Embeddings for Rabbinic-Encoded Language
 
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  # for evaluation, disable dropout
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  model.eval()
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  ```