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Data Balancing Strategy

Hi,
I was reading the paper and looking at the dataset. This idea is indeed extremely useful for someone working in NER space.
While reading, I stump upon the entity balancing method. Could you kindly provide more details on how the proposed entity sampling works and perhaps provide some implementation around it.

Thanks in advance,
Nitesh

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