Despite them being dominant in the research literature, reproducing published results for neural models can be challenging, even if the codes are available open source. Liu et al. (2018) report lower average F-scores on NER when reproducing the structure of Lample et al. (2016) , and on POS tagging when reproducing <cite>Ma and Hovy (2016)</cite> .