Why do some entities perform better than others?

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I have trained different entities within a NER task. Among others, I used spaCY, Stanford and BERT for this purpose.

The results show that BERT models perform best on average. However, certain entities (3/9) perform better on spaCy and Stanford NER. I am now looking for general reasons why spaCy and Stanford give better results than BERT. It would be nice if a few can give their thoughts on this.

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