We first evaluate our BIAFFINE MD in combination with the end-to-end <cite>Lee et al. (2018)</cite> system. We slightly modified the system to feed the system mentions predicted by our mention detector. As a result, the original mention selection function is switched off, we keep all the other settings (include the mention scoring function) unchanged.