The vector z i contains the latent mention-level classifications for the ith entity pair, while y i represents the corresponding set of gold-standard labels (that is, y Using these notations, the log-likelihood of the data is given by: The joint probability in the inner summation can be broken up into simpler parts: where the last step follows from conditional independence.
the log-likelihood for this problem is not convex (it includes a sum of products).