In terms of reproducibility via code release, recent TDSA papers have generally been very good with regards to publishing code alongside their papers (Mitchell et al., 2013; Zhang et al., 2016; Liu and Zhang, 2017;<cite> Wang et al., 2017)</cite> but other papers have not released code (Wang et al., 2016; Tay et al., 2017) .