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@@ -39,7 +39,7 @@ I'm interested in using encoder-based extraction of named legal document section
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  and the embedding for [cls] can be used in a binary classifier.
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- ### But, the architecture used here (implemented via ) is:
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  1. standard ROBERTA model, but instead input is just
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  and the embedding for [cls] can be used in a binary classifier.
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+ ### But, the architecture used here is:
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  1. standard ROBERTA model, but instead input is just
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