One training epoch on a tagged corpora of average size (15-50 thousand sentences) runs for 15-90 minutes on a regular 2-core CPU, and it usually took 15-20 epochs until converged.
table 1 shows our results on this dataset, compared to those reported in (Collobert et al., 2011).