For testing, we found that taking the average of the parameters over period 1 T t=0 θ t under training iterations T was very effective as demonstrated by Hashimoto et al.
the parsing speed was influenced by only the hidden state size m. It is clear that the enlarged beam size improves per- 16 http://sourceforge.net/projects/zpar/ parser test ZPar (Zhu et al., 2013) 83.2 Berkeley (Petrov and Klein, 2007) 83.3 Joint (Wang and Xue, 2014) 84.9 This work: TNCP 84.3  formance by trading off run time in most cases.