Multi-task NLP - Distilbert NER multi-class classifier

Hello everyone,
I am looking for a technical solution like the one presented in the figure attached. I would like to use Tensorflow in the implementation. I wonder about tutorials, resources, or code to implement this kind of solution or something similar which I could modify.
Thanks in advance,

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