First, a positive result is that we were able to reproduce the method from <cite>Yuan et al. (2016)</cite> and obtain similar results to the ones originally published. However, to our surprise, these results were obtained using a much smaller corpus of 1.8 billion tokens (Gigaword), which is less than 2% of the data used in the original study.