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Hi @hacksider , you can try using the SpanCategorizer and see if it fits your use-case. Just note that this feature is currently experimental, but it's designed to work on long contiguous spans. For this, you need to store your entities in doc.spans[spans_key] instead of doc.ents, so you might have to process your texts a bit (cf. storing via a SpanGroup, SpanCat vs. NER).

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feat / ner Feature: Named Entity Recognizer
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