All of the experiments were run on a Unix machine with a 2.8 GHz CPU and 16 GB RAM.
the CRF trained by maximumlikelihood uses the L-BFGS algorithm (Liu and No-cedal, 1989), which converges quickly and gives a good performance on maximum entropy models (Malouf, 2002;Sha and Pereira, 2003).