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The simplest textcat model uses a bag of words only, so it doesn't require a tok2vec, but as you noticed, the performance is not always as good as some of the other (less efficient) options. In that case, you can try other architectures instead, like spacy.TextCatEnsemble.v2:

https://spacy.io/api/architectures#textcat

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Answer selected by polm
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feat / textcat Feature: Text Classifier
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Converted from issue

This discussion was converted from issue #9700 on November 19, 2021 10:29.