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The tagger doesn't currently predict supertags. There is support for multi-task learning with a shared tok2vec or transformer component as described here: https://spacy.io/usage/embeddings-transformers#embedding-layers

The provided trained non-trf pipelines have a shared tok2vec for all the syntactic components (tagger, morphologizer, parser) and the ner component is separate. For the trf pipelines, the transformer component is shared for all trainable components. A few more details: https://spacy.io/models#design

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@oroszgy
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Answer selected by adrianeboyd
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feat / tagger Feature: Part-of-speech tagger
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