As T → 0 the softmax converges to the indicator function that chooses is the converging point of the following softmax as T → 0 (see Figure 2): (Kirkpatrick et al., 1983).
we propose to represent each S u as a soft-cluster: where, as defined in Section 3, E u is the potential entity that has m u as the first mention.