The aim is to train model for NER-extraction with score. Spacy documentation recommends to use span_categorizer in order to get score values. I’ve configured spacy pipeline which consists of two components: transformer and SpanCategorizer. It might be singlelabel mode because of data specific. So base part of the config is :