When testing, we applied a pre-computation technique for layers involving word representation vectors (Devlin et al., 2014), i.e., W qu in Equation 2 and W X sh in Equation 3.
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.