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@@ -48,7 +48,7 @@ model = AutoModel.from_pretrained("nlpaueb/sec-bert-num")
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  ## Pre-process Text
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- In order to use SEC-BERT-NUM, you have to pre-process texts replacing every numerical token with [NUM] pseudo-token.
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  Below there is an example of how you can pre-process a simple sentence. This approach is quite simple; feel free to modify it as you see fit.
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  ```python
 
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  ## Pre-process Text
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+ To use SEC-BERT-NUM, you have to pre-process texts replacing every numerical token with [NUM] pseudo-token.
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  Below there is an example of how you can pre-process a simple sentence. This approach is quite simple; feel free to modify it as you see fit.
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  ```python