Once the assignment of entities has been generated by the previous step, we can re-estimate it by maximizing the objective function with arg max θ tl m,a log P (e|θ tl ).
we are looking for the maximum likelihood estimate (MLE) of θ tl , given the (previously inferred) entity assignments {e}.