For some time t and location l, the objective function Ω({e}, θ tl ) sums over all messages at t, l. These messages themselves are unlabeled, but some supervision is provided by the base system indirectly.
even though we do not know the ground truth entity assignments in the messages, we can leverage the predictions from the base system to update the entity assignments.