However, Gildea (2001) reimplemented Collins' Model 1 (essentially Model 2 but without subcats) and altered the P Lw and P Rw parameters so that they no longer had the top level of context that included the headword (he removed back-off level 0, as depicted in Table 1).
gildea removed all bilexical statistics from the overall model.