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BERT masking - why does it require sampling, and how does it mitigate the mismatch of the [MASK] token when fine-tuning?

I'm reading the BERT paper and jalammar's illustrative guide for BERT. I don't understand 2 things about the method's crux - the masked language model: why does masking requires us to sample (take ...
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