Using the decomposition in Equation 3, it is clear that the only component of the joint labeled document probability which relies upon the task parameters is log P φ (y * |s, T ).
for the M-Step, it is sufficient to optimize the following with respect to φ: The first equality follows from the decomposition of the task component into independent CRFs (see Equation 2).