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remove old paragraph
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@ -318,12 +318,6 @@ class SpanCategorizer(TrainablePipe):
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"""Initialize the multi-label or multi-class span categorizer.
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argument configures whether the component
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should only produce one label per span (multi-class) or if it
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can produce multiple labels per span (multi-label). In the
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multi-label case the classification layer is expected to be
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Logistic and Softmax in the multi-class case.
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vocab (Vocab): The shared vocabulary.
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model (thinc.api.Model): The Thinc Model powering the pipeline component.
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For multi-class classification (single label per span) we recommend
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