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@@ -50,7 +50,7 @@ model = AutoModel.from_pretrained("nlpaueb/sec-bert-base")
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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 how you can pre-process a simple sentence. This approach is quite simple, feel free to modify it to your needs.
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- ```
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  import spacy
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  from transformers import AutoTokenizer
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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 how you can pre-process a simple sentence. This approach is quite simple, feel free to modify it to your needs.
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+ ```python
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  import spacy
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  from transformers import AutoTokenizer
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