(2006a) (henceforth,GGJ06) to develop an approximation using expected counts.
we show here that their approximation is flawed in two respects: 1) It omits an important factor in the expectation, and 2) Even after correction, the approximation is poor for hierarchical models, which are commonly used for NLP applications.