Thank you for your help. I think my only recourse is option (3), writing post-processing code to re-align subword tokens to NER tags. That’s the approach taken in the Huggingface NER training example 45, but it’s a bit inelegant (you need give the NER tag of -100 to subword pieces).
I already read all the McCormick tutorials on BERT. Thank you.