We sincerely thank all the reviewers for their insightful suggestions

Neural Information Processing Systems 

We sincerely thank all the reviewers for their insightful suggestions. We will add them back in the updated version, which will have 1 more page. Finally, we relax BERT and fine-tune the two models jointly. Results are shown in Table 1. As can be seen, this auxiliary training objective introduces a +0.8 F1 performance boost.

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