Instead, we propose a simple and tractable training rule based on the creation of a soft gold standard for z.
we exploit the fact that in our task, we can automatically construct a reasonably accurate gold standard for z, denoted as z * : as shown in Figure 2, we simply rely on the negator and polarity lexicons.