Based on the empirical results reported in C. de Souza et al., 2015;<cite> Jalalvand et al., 2015b)</cite> , which indicate that Extremely Randomized Trees (XRT (Geurts et al., 2006) ) is a very competitive algorithm in several WER prediction tasks, the current version of the tool exploits XRT.