Concerning the PCFG model, for preliminary studies we used our own implementation, but for this work we used the much faster implementation described in (Johnson, 1998).
6 Concerning data, for preliminary studies carried out to validate our incremental training procedure, we used the same data used in the ESTER2 named entity detection evaluation campaign, our results can be directly compared with those reported in (Galliano et al., 2009).